2023
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
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
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. CoRR. Journal Publication F
2022
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
Label-Descriptive Patterns and Their Application to Characterizing Classification Errors. Proceedings of the International Conference on Machine Learning (ICML). Conference Publication L F
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
$phi$-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
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
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
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
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
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. Journal Publication 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
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
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
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