2026
Phase-Retrieval-Based Physics-Informed Neural Networks For Acoustic Magnitude Field Reconstruction. Proceedings of the 51st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Conference Publication
First-See-Then-Design: A Multi-Stakeholder View for Optimal Performance-Fairness Trade-Offs. ArXiv preprint arXiv:2604.14035. Unreviewed preprint F
Per-Domain Generalizing Policies: On Learning Efficient and Robust Q-Value Functions. Proceedings of the 36th International Conference on Automated Planning and Scheduling (ICAPS). Conference Publication A F
Formula Neural Networks as Action Policies in Safety-Critical Planning: An Empirical Evaluation. Proceedings of the 19th Annual Symposium on Combinatorial Search (SoCS'26). Conference Publication A F
Tug-of-war between idioms’ figurative and literal interpretations in LLMs. Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (EACL). Conference Publication L
Modeling individual and item differences in atypicality inferences with ACT-R. Proceedings of the Annual Meeting of the Cognitive Science Society. Conference Publication L
Algorithms for Deciding the Safety of States in Fully Observable Non-deterministic Problems. Proceedings of The 36th International Conference on Automated Planning and Scheduling (ICAPS). Conference Publication
Barriers to Universal Reasoning With Transformers (And How to Overcome Them). ArXiv preprint 2604.25800. Unreviewed preprint L
GRPO is Secretly a Process Reward Model. Proceedings of the 43rd International Conference on Machine Learning (ICML). Conference Publication L
Align Once to Explain: Feature Alignment for Scalable B-cosification of Foundational Vision Transformers. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
Discovering Interpretable Algorithms by Decompiling Transformers to RASP. Proceedings of the International Conference on Machine Learning (ICML). Conference Publication L
How Few-Shot Examples Add Up: A Causal Decomposition of Function Vectors in In-Context Learning. Proceedings of the International Conference on Machine Learning (ICML). Conference Publication L
On the Ability of Transformers to Verify Plans. Proceedings of the International Conference on Machine Learning (ICML). Conference Publication L
Provably Learning Attention with Queries. Proceedings of the International Conference on Machine Learning (ICML). Conference Publication L
Learning and Naming Subgroups with Exceptional Survival Characteristics. ArXiv preprint 2602.22179. Unreviewed preprint F
MIBURI: Towards Expressive Interactive Gesture Synthesis. Computer Vision and Pattern Recognition (CVPR). Conference Publication L V
Automata Learning and Identification of the Support of Language Models. International Conference on Learning Representations (ICLR). Conference Publication L
Decomposing Representation Space into Interpretable Subspaces with Unsupervised Learning. International Conference on Learning Representations (ICLR). Conference Publication L
Softmax Transformers are Turing-Complete. International Conference on Learning Representations (ICLR). Conference Publication L
Understanding the Emergence of Seemingly Useless Features in Next-Token Predictors. International Conference on Learning Representations (ICLR). Conference Publication L
Benefits and Limitations of Communication in Multi-Agent Reasoning. International Conference on Learning Representations (ICLR). Conference Publication L
Bridging Fairness and Explainability: Can Input-Based Explanations Promote Fairness in Hate Speech Detection?. International Conference on Learning Representations (ICLR). Conference Publication L F
CFM: Language-aligned Concept Foundation Model for Vision. ArXiv preprint 2601.13798. Unreviewed preprint V
Probabilistic Safety Verification of Neural Policies via Predicate Abstraction. Proceedings of the AAAI Conference on Artificial Intelligence (AAAI). Conference Publication A
2025
ProofTeller: Exposing recency bias in LLM reasoning and its side effects on communication. Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Asia-Pacific Chapter of the Association for Computational Linguistics (IJCNLP-AACL). Conference Publication L
The One Where They Brain-Tune for Social Cognition: Multi-Modal Brain-Tuning on Friends. ArXiv preprint 2511.07988. Unreviewed preprint L
Landmark Generation in HTN Planning Revisited. Proceedings of the International Conference on Automated Planning and Scheduling (ICAPS). Conference Publication
Towards Reasonable Concept Bottleneck Models. ArXiv preprint 2506.05014. Unreviewed preprint F
Neural Rule Lists: Learning Discretizations, Rules, and Order in One Go. Advances in Neural Information Processing (NeurIPS). Conference Publication F
Policy Safety Testing in Non-Deterministic Planning: Fuzzing, Test Oracles, Fault Analysis. Workshop on Reliability In Planning and Learning (RIPL), at ICAPS'25. Conference Publication A
Safety Debugging of Tree Ensemble Action Policies in AI Planning: From Fault Detection to Fault Fixing. Workshop on Reliability In Planning and Learning (RIPL), at ICAPS'25. Conference Publication A
Policy Safety Testing in Non-Deterministic Planning: Fuzzing, Test Oracles, Fault Analysis. Proceedings of the 28th European Conference on Artificial Intelligence (ECAI'25). Conference Publication A
FaCT: Faithful Concept Traces for Explaining Neural Network Decisions. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication V
PyDSMC: Statistical Model Checking for~Neural Agents Using the~Gymnasium Interface. Quantitative Evaluation of Systems and Formal Modeling and Analysis of Timed Systems. Conference Publication A
B-cos LM: Efficiently Transforming Pre-trained Language Models for Improved Explainability. Transactions on Machine Learning Research. Journal Publication L
3DFroMLLM: 3D Prototype Generation only from Pretrained Multimodal LLMs. ArXiv preprint 2508.08821. Unreviewed preprint V
Unified Category-Level Object Detection and Pose Estimation from RGB Images using 3D Prototypes. International Conference on Computer Vision (ICCV). Conference Publication V
Procedural Environment Generation for Tool-Use Agents. Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP). Conference Publication L
A Knapsack by Any Other Name: Presentation impacts LLM performance on NP-hard problems. Findings of the Conference on Empirical Methods in Natural Language Processing (EMNLP). Conference Publication L
Positional Biases Shift as Inputs Approach Context Window Limits. Proceedings of the Second Conference on Language Modeling (COLM). Conference Publication L
Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis. Computer Vision and Pattern Recognition (CVPR). Conference Publication L V
Per-Domain Generalizing Policies: On Validation Instances and Scaling Behavior. Proceedings of the 35th International Conference on Automated Planning and Scheduling (ICAPS'25). Conference Publication A F
On Picking Good Policies: Leveraging Action-Policy Testing in Policy Training. Proceedings of the 35th International Conference on Automated Planning and Scheduling (ICAPS'25). Conference Publication A F
Automating the Generation of Prompts for LLM-based Action Choice in PDDL Planning. Proceedings of the 35th International Conference on Automated Planning and Scheduling (ICAPS'25). Conference Publication L A
CLIP is All You Need for Human-like Semantic Representations in Stable Diffusion. ArXiv preprint 2511.08075. Unreviewed preprint L V
Born a Transformer -- Always a Transformer? On the Effect of Pretraining on Architectural Abilities. The Thirty-ninth Annual Conference on Neural Information Processing Systems. Conference Publication L
Contextualize-then-Aggregate: Circuits for In-Context Learning in Gemma-2 2B. Conference on Language Modeling (COLM). Conference Publication L
AIM: Amending Inherent Interpretability via Self-Supervised Masking. Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV). Conference Publication V Highlight
2024
Guiding GBFS through Learned Pairwise Rankings. Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI). Conference Publication A
NeuralClothSim: Neural Deformation Fields Meet the Thin Shell Theory. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication V
B-cosification: Transforming Deep Neural Networks to be Inherently Interpretable. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication V
SLayR: Scene Layout Generation with Rectified Flow. ArXiv preprint 2412.05003. Unreviewed preprint L V
RSA-Control: A Pragmatics-Grounded Lightweight Controllable Text Generation Framework. Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP). Conference Publication L
Scope-enhanced Compositional Semantic Parsing for DRT. Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP). Conference Publication L
Strengthening Structural Inductive Biases by Pre-training to Perform Syntactic Transformations. Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP). Conference Publication L
MARS: Multi-sample Allocation through Russian roulette and Splitting. SIGGRAPH Asia 2024 Conference Papers. Conference Publication A
Assessing Episodic Memory in LLMs with Sequence Order Recall Tasks. ArXiv preprint 2410.08133. Unreviewed preprint L
Iterative Oversubscription Planning with Goal-Conflict Explanations: Scaling Up Through Policy-Guidance Approximation. Proceedings of the 27th European Conference on Artificial Intelligence (ECAI'24). Conference Publication A
Decision-Focused Learning to Predict Action Costs for Planning. Proceedings of the 27th European Conference on Artificial Intelligence (ECAI'24). Conference Publication A
Safety Verification of Tree-Ensemble Policies via Predicate Abstraction. Proceedings of the 27th European Conference on Artificial Intelligence (ECAI'24). Conference Publication A
inemo: Incremental neural mesh models for robust class-incremental learning. European Conference on Computer Vision (ECCV). Conference Publication V
Discover-then-Name: Task-Agnostic Concept Bottlenecks via Automated Concept Discovery. European Conference on Computer Vision (ECCV). Conference Publication V
Safety Verification of Tree-Ensemble Policies via Predicate Abstraction. Proceedings of the Workshop on Reliable Data-Driven Planning and Scheduling (RDDPS), at ICAPS'24. Conference Publication A
Comparing State-of-the-art Graph Neural Networks and Transformers for General Policy Learning. Proceedings of the Workshop on Bridging the Gap Between AI Planning and Reinforcement Learning (PRL), at ICAPS'24. Conference Publication A
Safe Reinforcement Learning Through Regret and State Restorations in Evaluation Stages. Proceedings of the Workshop on Reliable Data-Driven Planning and Scheduling (RDDPS), at ICAPS'24. Conference Publication A
ConvoFusion: Multi-Modal Conversational Diffusion for Co-Speech Gesture Synthesis. Computer Vision and Pattern Recognition (CVPR). Conference Publication V
Finding Interpretable Class-Specific Patterns through Efficient Neural Search. Proceedings of the AAAI Conference on Artificial Intelligence (AAAI). Conference Publication F
Learning Exceptional Subgroups by End-to-End Maximizing KL-divergence. Proceedings of the International Conference on Machine Learning (ICML). Conference Publication F
Neuroexplicit Diffusion Models for Inpainting of Optical Flow Fields. Proceedings of the 41th International Conference on Machine Learning (ICML). Conference Publication V F
Guided Docking as a Data Generation Approach Facilitates Structure-Based Machine Learning on Kinases. Journal of Chemical Information and Modeling. Journal Publication A
Good Teachers Explain: Explanation-Enhanced Knowledge Distillation. European Conference on Computer Vision. Conference Publication V
Automating the Generation of Prompts for LLM-based Action Choice in PDDL Planning. ICAPS Workshop on Bridging the Gap Between AI Planning and Reinforcement Learning (PRL). Conference Publication L A
Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation. Proceedings of ACL. Conference Publication L
Simple and effective data augmentation for compositional generalization. Proceedings of NAACL. Conference Publication L
ADaPT: As-Needed Decomposition and Planning with Language Models. Findings of NAACL. Conference Publication L
Neural Action Policy Safety Verification: Applicability Filtering. Proceedings of the 34th International Conference on Automated Planning and Scheduling (ICAPS). Conference Publication A
New Fuzzing Biases for Action Policy Testing. Proceedings of the 34th International Conference on Automated Planning and Scheduling (ICAPS). Conference Publication A
2023
Generalised Probabilistic Diffusion Scale-Spaces. ArXiv preprint 2309.08511. Unreviewed preprint F
Generalised Scale-Space Properties for Probabilistic Diffusion Models. ArXiv preprint 2303.07900. Unreviewed preprint F
Anisotropic Diffusion Stencils: From Simple Derivations over Stability Estimates to ResNet Implementations. ArXiv preprint 2309.05575. Unreviewed preprint F
Deep spatial and tonal data optimisation for homogeneous diffusion inpainting. Pattern Anal. Appl.. Journal Publication F
Studying How to Efficiently and Effectively Guide Models with Explanations. 2023 IEEE/CVF International Conference on Computer Vision (ICCV). Conference Publication V
DSMC Evaluation Stages: Fostering Robust and Safe Behavior in Deep Reinforcement Learning - Extended Version. {ACM} Trans. Model. Comput. Simul.. Journal Publication A
Analyzing neural network behavior through deep statistical model checking. Int. J. Softw. Tools Technol. Transf.. Journal Publication A
SLOG: A Structural Generalization Benchmark for Semantic Parsing. Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP). Conference Publication L
Visual Writing Prompts: Character-Grounded Story Generation with Curated Image Sequences. Transactions of the Association for Computational Linguistics. Journal Publication L V
Neural Policy Safety Verification via Predicate Abstraction: CEGAR. Proceedings of the 37th AAAI Conference on Artificial Intelligence (AAAI). Conference Publication A
Automatic Metamorphic Test Oracles for Action-Policy Testing. Proceedings of the 33rd International Conference on Automated Planning and Scheduling (ICAPS). Conference Publication A
Compositional Generalisation with Structured Reordering and Fertility Layers. Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics (EACL). Conference Publication L
Compositional Generalization without Trees using Multiset Tagging and Latent Permutations. Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL). Conference Publication L Outstanding paper award
MoFusion: A Framework for Denoising-Diffusion-based Motion Synthesis. Computer Vision and Pattern Recognition (CVPR). Conference Publication V
General Neural Gauge Fields. International Conference on Learning Representations. Conference Publication V
IMoS: Intent-Driven Full-Body Motion Synthesis for Human-Object Interactions. Eurographics. Conference Publication V A
HandFlow: Quantifying View-Dependent 3D Ambiguity in Two-Hand Reconstruction with Normalizing Flow. Vision, Modeling, and Visualization. Conference Publication V
Voxurf: Voxel-based Efficient and Accurate Neural Surface Reconstruction. Proc. ICLR. Conference Publication V
Training language models for deeper understanding improves brain alignment. International Conference on Learning Representations (ICLR). Conference Publication L
Nonlinear Causal Discovery with Latent Confounders. Proceedings of the International Conference on Machine Learning (ICML). Conference Publication F
Information-Theoretic Causal Discovery and Intervention Detection over Multiple Environments. Proceedings of the AAAI Conference on Artificial Intelligence. Conference Publication F
Federated Learning from Small Datasets. Proceedings of the International Conference on Representation Learning (ICLR). Conference Publication F
Unsupervised relational inference using masked reconstruction. Applied Network Science. Journal Publication A
Connections Between Numerical Algorithms for PDEs and Neural Networks. Journal of Mathematical Imaging and Vision. Journal Publication F
Efficient Neural Generation of 4K Masks for Homogeneous Diffusion Inpainting. ArXiv preprint 2303.10096. Unreviewed preprint F
2022
A Wasserstein GAN for Joint Learning of Inpainting and Spatial Optimisation. Image and Video Technology - 10th Pacific-Rim Symposium, PSIVT 2022, Virtual Event, November 12-14, 2022, Proceedings. Conference Publication F
Programmable Annotation with Diversed Heuristics and Data Denoising. Proceedings of the 29th International Conference on Computational Linguistics. Conference Publication L
Metamorphic Relations via Relaxations: An Approach to Obtain Oracles for Action-Policy Testing. ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA). Conference Publication A
Neural Network Heuristic Functions for Classical Planning: Bootstrapping and Comparison to Other Methods. Proceedings of the 32nd International Conference on Automated Planning and Scheduling (ICAPS). Conference Publication A
MoGym: Using Formal Models for Training and Verifying Decision-making Agents. Computer Aided Verification. Conference Publication A
Debugging a Policy: Automatic Action-Policy Testing in AI Planning. Proceedings of the 32nd International Conference on Automated Planning and Scheduling (ICAPS). Conference Publication A
Neural Network Action Policy Verification via Predicate Abstraction. Proceedings of the 32nd International Conference on Automated Planning and Scheduling (ICAPS). Conference Publication A
ERF: Explicit Radiance Field Reconstruction From Scratch. ArXiv preprint 2203.00051. Unreviewed preprint V
Label-Descriptive Patterns and Their Application to Characterizing Classification Errors. Proceedings of the International Conference on Machine Learning (ICML). Conference Publication L F
Adapting Pre-trained Language Models to African Languages via Multilingual Adaptive Fine-Tuning. Proceedings of the 29th International Conference on Computational Linguistics. Conference Publication L
Compositional generalization with a broad-coverage semantic parser. Proceedings of the 11th Joint Conference on Lexical and Computational Semantics (*SEM). Conference Publication L
Structural generalization is hard for sequence-to-sequence models. Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP). Conference Publication L
Zero-shot Script Parsing. Proceedings of the 29th International Conference on Computational Linguistics (COLING). Conference Publication L
B-Cos Networks: Alignment Is All We Need for Interpretability. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
Attribute Prototype Network for Any-Shot Learning. International Journal of Computer Vision. Journal Publication V
A Motion Matching-based Framework for Controllable Gesture Synthesis from Speech. SIGGRAPH ’22 Conference Proceedings. Conference Publication V
$phi$-SfT: Shape-from-Template with a Physics-Based Deformation Model. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
StyleNeRF: A Style-based 3D Aware Generator for High-resolution Image Synthesis. International Conference on Learning Representations. Conference Publication V
gCoRF: Generative Compositional Radiance Fields. . Journal Publication V
Disentangled3D: Learning a 3D Generative Model with Disentangled Geometry and Appearance from Monocular Images. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
GAN2X: Non-Lambertian Inverse Rendering of Image GANs. International Conference on 3D Vision (3DV). Conference Publication V
Neural Radiance Transfer Fields for Relightable Novel-view Synthesis with Global Illumination. ECCV. Conference Publication V
Combining computational controls with natural text reveals aspects of meaning composition. Nature Computational Science. Journal Publication L
Rotograd: Dynamic Gradient Homogenization for Multi-Task Learning. International Conference on Learning Representations (ICLR). Conference Publication F
Mitigating Modality Collapse in Multimodal VAEs via Impartial Optimization. Proceedings of the International Conference on Machine Learning (ICML). Conference Publication F
Efficiently Factorizing Boolean Matrices using Proximal Gradient Descent. Proceedings of Neural Information Processing Systems (NeurIPS). Conference Publication F
Label-Descriptive Patterns and their Application to Characterizing Classification Errors. Proceedings of the International Conference on Machine Learning (ICML). Conference Publication L F
Discovering Invariant and Changing Mechanisms from Data. Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD). Conference Publication F
Connections between Numerical Algorithms for PDEs and Neural Networks. Journal of Mathematical Imaging and Vision. Journal Publication F
CNN-based Euler's Elastica Inpainting with Deep Energy and Deep Image Prior. 10th European Workshop on Visual Information Processing, EUVIP 2022, Lisbon, Portugal, September 11-14, 2022. Conference Publication F
Learning Sparse Masks for Diffusion-Based Image Inpainting. Pattern Recognition and Image Analysis - 10th Iberian Conference, IbPRIA 2022, Aveiro, Portugal, May 4-6, 2022, Proceedings. Conference Publication F
2021
Jointly improving language understanding and language generation with quality-weighted weak supervision of automatic labeling. Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics (EACL). Conference Publication L
Neural data-to-text generation with LM-based text augmentation. Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics (EACL). Conference Publication L
DSMC Evaluation Stages: Fostering Robust and Safe Behavior in Deep Reinforcement Learning. Quantitative Evaluation of Systems. Conference Publication A
On the Stability of Fine-tuning BERT: Misconceptions, Explanations, and Strong Baselines. International Conference on Learning Representations. Conference Publication L
Aligning Actions Across Recipe Graphs. Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP). Conference Publication L
Learning compositional structures for semantic graph parsing. Proceedings of the 5th Workshop on Structured Prediction for NLP (SPNLP). Conference Publication L
Convolutional dynamic alignment networks for interpretable classifications. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
Semantic Bottlenecks: Quantifying and Improving Inspectability of Deep Representations. International Journal of Computer Vision. Journal Publication V
Learning Speech-driven 3D Conversational Gestures from Video. ACM International Conference on Intelligent Virtual Agents (IVA). Conference Publication V
Neural Actor: Neural Free-view Synthesis of Human Actors with Pose Control. Transactions on Graphics (TOG). Journal Publication V
Learning Complete 3D Morphable Face Models from Images and Videos. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
Neural Monocular 3D Human Motion Capture with Physical Awareness. ACM Transactions on Graphics (TOG). Journal Publication V
NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstruction. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication V
Real-time Deep Dynamic Characters. ACM Transactions on Graphics. Journal Publication V
A Shading-Guided Generative Implicit Model for Shape-Accurate 3D-Aware Image Synthesis. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication V
Efficient and Differentiable Shadow Computation for Inverse Problems. IEEE International Conference on Computer Vision (ICCV). Conference Publication V
Algorithmic Recourse: from Counterfactual Explanations to Interventions. . Journal Publication F
Differentiable Pattern Set Mining. Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD). Conference Publication F
What's in the Box? Explaining Neural Networks with Robust Rules. Proceedings of the International Conference on Machine Learning (ICML). Conference Publication F
Abstraction-guided truncations for stationary distributions of Markov population models. Quantitative Evaluation of Systems: 18th International Conference, QEST 2021, Paris, France, August 23--27, 2021, Proceedings 18. Conference Publication A
GINA: Neural Relational Inference From Independent Snapshots. ArXiv preprint arXiv:2105.14329. Unreviewed preprint A
Learning integrodifferential models for image denoising. Proceedings of the 46th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Conference Publication F
2020
Diverse and relevant visual storytelling with scene graph embeddings. Proceedings of the 24th Conference on Computational Natural Language Learning (CoNLL). Conference Publication L V
Story generation with rich details. Proceedings of the 28th International Conference on Computational Linguistics (COLING). Conference Publication L
Neural network heuristics for classical planning: A study of hyperparameter space. Proceedings of the 24th European Conference on Artificial Intelligence (ECAI). Conference Publication A
Deep statistical model checking. Formal Techniques for Distributed Objects, Components, and Systems. Conference Publication A
MC-Saar-Instruct: a Platform for Minecraft Instruction Giving Agents. Proceedings of the 21st SIGDIAL (Demo Papers). Conference Publication L A
Deep Local Shapes: Learning Local SDF Priors for Detailed 3D Reconstruction. Computer Vision -- ECCV 2020. Conference Publication V
TLIO: Tight Learned Inertial Odometry. IEEE Robotics and Automation Letters (RAL). Conference Publication V
Transfer learning and distant supervision for multilingual transformer models: A study on African languages. Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP). Journal Publication L
On the interplay between fine-tuning and sentence-level probing for linguistic knowledge in pre-trained transformers. Findings of the Association for Computational Linguistics: EMNLP 2020. Conference Publication L
Climbing towards NLU: On meaning, form, and understanding in the Age of Data. Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (ACL). Conference Publication L
Generating instructions at different levels of abstraction. Proceedings of the 28th International Conference on Computational Linguistics (COLING). Conference Publication L A
Fast semantic parsing with well-typedness guarantees. Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP). Conference Publication L
Story generation with rich details. Proceedings of the 28th International Conference on Computational Linguistics (COLING). Conference Publication L
Deep Wiener deconvolution: Wiener meets Deep Learning for image deblurring. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication V
Diverse and relevant visual storytelling with scene graph embeddings. Proceedings of the 24th Conference on Computational Natural Language Learning (CoNLL). Conference Publication L V
LoopReg: Self-supervised Learning of Implicit Surface Correspondences, Pose and Shape for 3D Human Mesh Registration. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication V
DeepCap: Monocular human performance capture using weak supervision. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
Neural sparse voxel fields. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication V
Deep Relightable Textures - Volumetric Performance Capture with Neural Rendering. . Conference Publication V
Neural Re-Rendering of Humans from a Single Image. Computer Vision -- ECCV 2020. Conference Publication V
PhysCap: Physically Plausible Monocular 3D Motion Capture in Real Time. ACM Transactions on Graphics (TOG). Journal Publication V
Neural Dense Non-Rigid Structure from Motion with Latent Space Constraints. Computer Vision -- ECCV 2020. Conference Publication V
State of the Art on Neural Rendering. Computer Graphics Forum. Journal Publication V
Neural Voice Puppetry: Audio-driven Facial Reenactment. Computer Vision -- ECCV 2020. Conference Publication V
RGB2Hands: Real-Time Tracking of 3D Hand Interactions from Monocular RGB Video. ACM Transactions on Graphics (Proc. SIGGRAPH). Journal Publication V
XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera. Transactions on Graphics (TOG). Conference Publication V
Self-supervised Outdoor Scene Relighting. Computer Vision -- ECCV 2020. Conference Publication V
Modeling Task Effects on Meaning Representation in the Brain via Zero-Shot MEG Prediction. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication L
Algorithmic recourse: From counterfactual explanations to interventions. ACM Conference on Fairness, Accountability, and Transparency (FAccT). Conference Publication F
Algorithmic recourse under imperfect causal knowledge: A probabilistic approach. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication F
Scaling Guarantees for Nearest Counterfactual Explanations. ArXiv preprint arXiv:2010.04965. Unreviewed preprint F
Handling incomplete heterogeneous data using VAEs. Pattern Recognition. Journal Publication F
Model-Agnostic Counterfactual Explanations for Consequential Decisions. Proceedings of the International Conference on Artificial Intelligence and Statistics. Conference Publication F
Identifying Domains of Applicability of Machine Learning Models for Materials Science. Nature Communications. Journal Publication F
Tracking the race between deep reinforcement learning and imitation learning. Quantitative Evaluation of Systems: 17th International Conference, QEST 2020, Vienna, Austria, August 31--September 3, 2020, Proceedings 17. Conference Publication A
Real-time decision making for a car manufacturing process using deep reinforcement learning. 2020 Winter Simulation Conference (WSC). Conference Publication A
Learning a generic adaptive wavelet shrinkage function for denoising. Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Conference Publication F
Translating Diffusion, Wavelets, and Regularisation into Residual Networks. ArXiv preprint 2002.02753. Unreviewed preprint F
2019
A Hybrid Model for Globally Coherent Story Generation. Proceedings of the Second Workshop on Storytelling at ACL 2019. Conference Publication L
Overcoming Limitations of Mixture Density Networks: A Sampling and Fitting Framework for Multimodal Future Prediction. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
Compositional semantic parsing across graphbanks. Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics (ACL). Conference Publication L
Semantic Expressive Capacity with Bounded Memory. Proceedings of the 57th Conference of the Association for Computational Linguistics (ACL). Conference Publication L
LiveCap: Real-Time Human Performance Capture From Monocular Video. Transactions on Graphics (TOG). Journal Publication V
On Implicit Filter Level Sparsity in Convolutional Neural Networks. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
Real-time Pose and Shape Reconstruction of Two Interacting Hands With a Single Depth Camera. ACM Transactions on Graphics (TOG). Journal Publication V
FML: Face model learning from videos. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
Interpreting and improving natural-language processing (in machines) with natural language-processing (in the brain). Advances in Neural Information Processing Systems (NeurIPS). Conference Publication L
Inducing brain-relevant bias in natural language processing models. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication L
An Empirical Study of Example Forgetting during Deep Neural Network Learning. International Conference on Learning Representations (ICLR). Conference Publication L
One-network adversarial fairness. Proceedings of the AAAI Conference on Artificial Intelligence. Conference Publication F
Fairness Constraints: A Flexible Approach for Fair Classification . Journal of Machine Learning Research. Journal Publication F
Automatic Bayesian density analysis. Proceedings of the AAAI Conference on Artificial Intelligence. Conference Publication F
Control variates for stochastic simulation of chemical reaction networks. Computational Methods in Systems Biology: 17th International Conference, CMSB 2019, Trieste, Italy, September 18--20, 2019, Proceedings 17. Conference Publication A
2018
Improving Variational Encoder-Decoders in Dialogue Generation. Proceedings of the AAAI Conference on Artificial Intelligence. Conference Publication L
Uncertainty Estimates and Multi-Hypotheses Networks for Optical Flow. Computer Vision -- ECCV 2018. Conference Publication V
Closing brackets with recurrent neural networks. Proceedings of the EMNLP Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP. Conference Publication L
AMR dependency parsing with a typed semantic algebra. Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (ACL). Conference Publication L
Neural body fitting: Unifying deep learning and model based human pose and shape estimation. International Conference on 3D Vision (3DV). Conference Publication V
A Hybrid Model for Identity Obfuscation by Face Replacement. Computer Vision -- ECCV 2018. Conference Publication V
A Hybrid Model for Identity Obfuscation by Face Replacement. Computer Vision -- ECCV 2018. Conference Publication V
GANerated Hands for Real-Time 3D Hand Tracking from Monocular RGB. Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
Deep Video Portraits. ACM Transactions on Graphics (TOG). Journal Publication V
Self-supervised Multi-level Face Model Learning for Monocular Reconstruction at over 250 Hz. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
Boosting black box variational inference. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication F
2017
Modeling semantic expectation: Using script knowledge for referent prediction. Transactions of the Association for Computational Linguistics. Journal Publication L
FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
DeMoN: Depth and Motion Network for Learning Monocular Stereo. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
ArtTrack: Articulated multi-Person tracking in the wild. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
Multiple people tracking by lifted multicut and person re-identification. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Conference Publication V
MARCOnI -- ConvNet-based MARker-less motion capture in outdoor and indoor scenes. IEEE Transactions on Pattern Analysis and Machine Intelligence. Journal Publication V
Building statistical shape spaces for 3D human modeling. Pattern Recognition. Journal Publication V
BundleFusion: Real-time Globally Consistent 3D Reconstruction using On-the-fly Surface Re-integration. ACM Transactions on Graphics (TOG). Journal Publication V
MARCOnI -- ConvNet-based MARker-less motion capture in outdoor and indoor scenes. IEEE Transactions on Pattern Analysis and Machine Intelligence. Journal Publication V
Building statistical shape spaces for 3D human modeling. Pattern Recognition. Journal Publication V
MoFA: Model-based Deep Convolutional Face Autoencoder for Unsupervised Monocular Reconstruction. Proceedings of the IEEE International Conference on Computer Vision (ICCV). Conference Publication V
VNect: Real-Time 3D Human Pose Estimation with a Single RGB Camera. ACM Transactions on Graphics (TOG). Journal Publication V
Fairness Constraints: Mechanisms for Fair Classification. Proceedings of the International Conference on Artificial Intelligence and Statistics. Conference Publication F
Fairness beyond disparate treatment & disparate impact: Learning classification without disparate mistreatment. Proceedings of the 26th International Conference on World Wide Web (WWW). Conference Publication F
From parity to preference-based notions of fairness in classification. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication F
2016
Event participant modelling with neural networks. Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP). Conference Publication L
Search Challenges in Natural Language Generation with Complex Optimization Objectives. KI - Künstliche Intelligenz. Journal Publication L A
From OpenCCG to AI Planning: Detecting infeasible edges in sentence generation. Proceedings of the 26th International Conference on Computational Linguistics (COLING). Conference Publication L A
DeeperCut: A Deeper, Stronger, and Faster Multi-person Pose Estimation Model. Computer Vision - ECCV 2016 - 14th European Conference, Amsterdam, The Netherlands, October 11-14, 2016, Proceedings, Part VI. Conference Publication V
Grounding of Textual Phrases in Images by Reconstruction. Computer Vision -- ECCV 2016. Conference Publication V
Recognizing Fine-Grained and Composite Activities Using Hand-Centric Features and Script Data. International Journal of Computer Vision. Journal Publication V
3D Pictorial Structures Revisited: Multiple Human Pose Estimation. IEEE Transactions on Pattern Analysis and Machine Intelligence. Journal Publication V
EgoCap: Egocentric marker-less motion capture with two fisheye cameras. {ACM} Transaction on Graphics (TOG). Journal Publication V
Recognizing fine-grained and composite activities using hand-centric features and script data. International Journal of Computer Vision. Journal Publication V
EgoCap: Egocentric marker-less motion capture with two fisheye cameras. {ACM} Transaction on Graphics (TOG). Journal Publication V
Learning and Forecasting Opinion Dynamics in Social Networks. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication F
2015
FlowNet: Learning Optical Flow with Convolutional Networks. Proceedings of the IEEE International Conference on Computer Vision (ICCV). Conference Publication V
Multi-View and 3D Deformable Part Models. {IEEE} Trans. Pattern Anal. Mach. Intell.. Journal Publication V
Modeling Adoption and Usage of Competing Products. IEEE International Conference on Data Mining. Conference Publication F
2014
Merge & Shrink abstraction: A method for generating lower bounds in factored state spaces. Journal of the Association for Computing Machinery. Journal Publication A
Shaping social activity by incentivizing users. Advances in Neural Information Processing Systems (NeurIPS). Conference Publication F
2013
Monocular Visual Scene Understanding: Understanding Multi-Object Traffic Scenes. {IEEE} Trans. Pattern Anal. Mach. Intell.. Journal Publication V
Grounding Action Descriptions in Videos. Transactions of the Association for Computational Linguistics. Journal Publication V
Translating Video Content to Natural Language Descriptions. Proceedings of the IEEE International Conference on Computer Vision (ICCV). Conference Publication V
2010
Waking Up a Sleeping Rabbit: On Natural-Language Sentence Generation with FF. Proceedings of the 20th International Conference on Automated Planning and Scheduling (Short Papers). Conference Publication L A
2009
Real-Time Prosody-Driven Synthesis of Body Language. Transactions on Graphics (TOG). Journal Publication V
2008
Image compression with anisotropic diffusion. Journal of Mathematical Imaging and Vision. Journal Publication F
2006
A multigrid platform for real-time motion computation with discontinuity-preserving variational methods. International Journal of Computer Vision. Journal Publication F