DEPARTMENTS

Emperical Interference

Haptic Intelligence

Modern Magnetic Systems

Perceiving Systems

Physical Intelligence

Robotic Materials

Social Foundations of Computation


Research Groups

Autonomous Vision

Autonomous Learning

Bioinspired Autonomous Miniature Robots

Dynamic Locomotion

Embodied Vision

Human Aspects of Machine Learning

Intelligent Control Systems

Learning and Dynamical Systems

Locomotion in Biorobotic and Somatic Systems

Micro, Nano, and Molecular Systems

Movement Generation and Control

Neural Capture and Synthesis

Physics for Inference and Optimization

Organizational Leadership and Diversity

Probabilistic Learning Group


Topics

Robot Learning

Conference Paper

2022

Autonomous Learning

Robotics

AI

Career

Award


Empirical Inference Conference Paper GraphDreamer: Compositional 3D Scene Synthesis from Scene Graphs Gao, G., Liu, W., Chen, A., Geiger, A., Schölkopf, B. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), :21295-21304, IEEE, CVPR, January 2024 (Published) DOI URL BibTeX

Haptic Intelligence Bachelor Thesis Kalman Filter Approach to Sensor Fusion of Ultra-Wideband Positioning and IMU Readings for Enhanced Indoor Tracking of Collaborating Humans Hudhud Mughrabi, M. Kadir Has University, Istanbul, Turkey, June 2024, Bachelor of Science (BSc) in Mechatronics Engineering (Published) BibTeX

Perceiving Systems Conference Paper Multi-Track Timeline Control for Text-Driven 3D Human Motion Generation Petrovich, M., Litany, O., Iqbal, U., Black, M. J., Varol, G., Peng, X. B., Rempe, D. In CVPR Workshop on Human Motion Generation, Seattle, CVPR, June 2024 (Published) code website paper-arxiv video URL BibTeX

Neural Capture and Synthesis Perceiving Systems Conference Paper Neuropostors: Neural Geometry-aware 3D Crowd Character Impostors Ostrek, M., Mitra, N. J., O’Sullivan, C. In 27th International Conference on Pattern Recognition (ICPR), Springer, 27th International Conference on Pattern Recognition (ICPR), June 2024 (Published) BibTeX

Perceiving Systems Conference Paper Real-time Monocular Full-body Capture in World Space via Sequential Proxy-to-Motion Learning Zhang, H., Zhang, Y., Hu, L., Zhang, J., Yi, H., Zhang, S., Liu, Y. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), CVPR, June 2024 (Published) arxiv project BibTeX

Perceiving Systems Neural Capture and Synthesis Human-centric Vision & Learning Conference Paper Text-Conditioned Generative Model of 3D Strand-based Human Hairstyles Sklyarova, V., Zakharov, E., Hilliges, O., Black, M. J., Thies, J. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), CVPR, June 2024 (Published) ArXiv Code URL BibTeX

Perceiving Systems Conference Paper 4D-DRESS: A 4D Dataset of Real-World Human Clothing With Semantic Annotations Wang, W., Ho, H., Guo, C., Rong, B., Grigorev, A., Song, J., Zarate, J. J., Hilliges, O. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), CVPR, June 2024 (Published) arXiv project code data BibTeX

Perceiving Systems Conference Paper AMUSE: Emotional Speech-driven 3D Body Animation via Disentangled Latent Diffusion Chhatre, K., Daněček, R., Athanasiou, N., Becherini, G., Peters, C., Black, M. J., Bolkart, T. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), :1942-1953, June 2024 (Published) Project Paper Code URL BibTeX

Perceiving Systems Conference Paper ChatPose: Chatting about 3D Human Pose Feng, Y., Lin, J., Dwivedi, S. K., Sun, Y., Patel, P., Black, M. J. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), CVPR, June 2024 (Published) Arxiv Project URL BibTeX

Perceiving Systems Conference Paper EMAGE: Towards Unified Holistic Co-Speech Gesture Generation via Expressive Masked Audio Gesture Modeling Liu, H., Zhu, Z., Becherini, G., Peng, Y., Su, M., Zhou, Y., Zhe, X., Iwamoto, N., Zheng, B., Black, M. J. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), :1144-1154, CVPR, June 2024 (Published) arXiv project dataset code gradio colab video DOI URL BibTeX

Perceiving Systems Conference Paper HIT: Estimating Internal Human Implicit Tissues from the Body Surface Keller, M., Arora, V., Dakri, A., Chandhok, S., Machann, J., Fritsche, A., Black, M. J., Pujades, S. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), :3480-3490, CVPR, June 2024 (Published) Project page Paper DOI URL BibTeX

Perceiving Systems Conference Paper HOLD: Category-agnostic 3D Reconstruction of Interacting Hands and Objects from Video Fan, Z., Parelli, M., Kadoglou, M. E., Kocabas, M., Chen, X., Black, M. J., Hilliges, O. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), :494-504, CVPR, June 2024 (Published) Paper Project Code DOI URL BibTeX

Perceiving Systems Conference Paper HUGS: Human Gaussian Splats Kocabas, M., Chang, R., Gabriel, J., Tuzel, O., Ranjan, A. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), CVPR, June 2024 (Published) arXiv Github Project Page YouTube Poster BibTeX

Perceiving Systems Conference Paper MonoHair: High-Fidelity Hair Modeling from a Monocular Video Wu, K., Yang, L., Kuang, Z., Feng, Y., Han, X., Shen, Y., Fu, H., Zhou, K., Zheng, Y. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), :24164-24173, CVPR, June 2024 (Published) Project Arxiv DOI URL BibTeX

Perceiving Systems Conference Paper SCULPT: Shape-Conditioned Unpaired Learning of Pose-dependent Clothed and Textured Human Meshes Sanyal, S., Ghosh, P., Yang, J., Black, M. J., Thies, J., Bolkart, T. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), :2362-2371, CVPR, June 2024 (Published) Project page Data Code Video Arxiv DOI URL BibTeX

Perceiving Systems Conference Paper SMIRK: 3D Facial Expressions through Analysis-by-Neural-Synthesis Retsinas, G., Filntisis, P. P., Danecek, R., Abrevaya, V. F., Roussos, A., Bolkart, T., Maragos, P. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), :2490-2501, CVPR, June 2024 (Published) arxiv project code DOI URL BibTeX

Perceiving Systems Conference Paper TokenHMR: Advancing Human Mesh Recovery with a Tokenized Pose Representation Dwivedi, S. K., Sun, Y., Patel, P., Feng, Y., Black, M. J. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), :1323-1333, CVPR, June 2024 (Published) Paper Project Code Poster Video DOI URL BibTeX

Perceiving Systems Conference Paper VAREN: Very Accurate and Realistic Equine Network Zuffi, S., Mellbin, Y., Li, C., Hoeschle, M., Kjellstrom, H., Polikovsky, S., Hernlund, E., Black, M. J. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), :5374-5383, CVPR, June 2024 (Published) project page paper DOI URL BibTeX

Perceiving Systems Conference Paper WANDR: Intention-guided Human Motion Generation Diomataris, M., Athanasiou, N., Taheri, O., Wang, X., Hilliges, O., Black, M. J. In 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), :927,936, IEEE Computer Society, CVPR, June 2024 (Published) project website arXiv YouTube Video Code CVF DOI URL BibTeX

Perceiving Systems Conference Paper WHAM: Reconstructing World-grounded Humans with Accurate 3D Motion Shin, S., Kim, J., Halilaj, E., Black, M. J. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), :2070-2080, CVPR, June 2024 (Published) arXiv project code DOI URL BibTeX

Perceiving Systems Miscellaneous ChatHuman: Language-driven 3D Human Understanding with Retrieval-Augmented Tool Reasoning Lin, J., Feng, Y., Liu, W., Black, M. J. arXiv, May 2024, To be published (To be published) URL BibTeX

Haptic Intelligence Article AiroTouch: Enhancing Telerobotic Assembly through Naturalistic Haptic Feedback of Tool Vibrations Gong, Y., Mat Husin, H., Erol, E., Ortenzi, V., Kuchenbecker, K. J. Frontiers in Robotics and AI, 11(1355205):1-15, May 2024 (Published) DOI BibTeX

Empirical Inference Conference Paper Can Large Language Models Infer Causation from Correlation? Jin, Z., Liu, J., Lyu, Z., Poff, S., Sachan, M., Mihalcea, R., Diab*, M., Schölkopf*, B. The Twelfth International Conference on Learning Representations (ICLR), May 2024, *equal supervision (Published) arXiv URL BibTeX

Empirical Inference Conference Paper Causal Modeling with Stationary Diffusions Lorch, L., Krause*, A., Schölkopf*, B. Proceedings of the 27th International Conference on Artificial Intelligence and Statistics (AISTATS), 238:1927-1935, Proceedings of Machine Learning Research, (Editors: Dasgupta, Sanjoy and Mandt, Stephan and Li, Yingzhen), PMLR, May 2024, *equal supervision (Published) URL BibTeX

Empirical Inference Conference Paper Certified private data release for sparse Lipschitz functions Donhauser, K., Lokna, J., Sanyal, A., Boedihardjo, M., Hönig, R., Yang, F. Proceedings of the 27th International Conference on Artificial Intelligence and Statistics (AISTATS), 238:1396-1404, Proceedings of Machine Learning Research, (Editors: Dasgupta, Sanjoy and Mandt, Stephan and Li, Yingzhen), PMLR, May 2024 (Published) URL BibTeX

Haptic Intelligence Article Closing the Loop in Minimally Supervised Human-Robot Interaction: Formative and Summative Feedback Mohan, M., Nunez, C. M., Kuchenbecker, K. J. Scientific Reports, 14(10564):1-18, May 2024 (Published) DOI BibTeX

Empirical Inference Conference Paper Delphic Offline Reinforcement Learning under Nonidentifiable Hidden Confounding Pace, A., Yèche, H., Schölkopf, B., Rätsch, G., Tennenholtz, G. The Twelfth International Conference on Learning Representations (ICLR), May 2024 (Published) arXiv BibTeX

Autonomous Learning Conference Paper Emergent mechanisms for long timescales depend on training curriculum and affect performance in memory tasks Khajehabdollahi, S., Zeraati, R., Giannakakis, E., Schäfer, T. J., Martius, G., Levina, A. In The Twelfth International Conference on Learning Representations, ICLR 2024, May 2024 (Published) URL BibTeX

Perceiving Systems Article Exploring Weight Bias and Negative Self-Evaluation in Patients with Mood Disorders: Insights from the BodyTalk Project, Meneguzzo, P., Behrens, S. C., Pavan, C., Toffanin, T., Quiros-Ramirez, M. A., Black, M. J., Giel, K., Tenconi, E., Favaro, A. Frontiers in Psychiatry, 15, Sec. Psychopathology, May 2024 (Published) paper paper DOI URL BibTeX

Social Foundations of Computation Conference Paper Fairness Rising from the Ranks: HITS and PageRank on Homophilic Networks Stoica, A., Litvak, N., Chaintreau, A. In Proceedings of the Association for Computing Machinery (ACM) Web Conference 2024, ACM, The 2024 ACM Web Conference, May 2024 (Published) ArXiv URL BibTeX

Haptic Intelligence Robotics Miscellaneous GaitGuide: A Wearable Device for Vibrotactile Motion Guidance Rokhmanova, N., Martus, J., Faulkner, R., Fiene, J., Kuchenbecker, K. J. Workshop paper (3 pages) presented at the ICRA Workshop on Advancing Wearable Devices and Applications Through Novel Design, Sensing, Actuation, and AI, Yokohama, Japan, May 2024 (Published) URL BibTeX

Perceiving Systems Empirical Inference Conference Paper Ghost on the Shell: An Expressive Representation of General 3D Shapes Liu, Z., Feng, Y., Xiu, Y., Liu, W., Paull, L., Black, M. J., Schölkopf, B. In Proceedings of the Twelfth International Conference on Learning Representations (ICLR), The Twelfth International Conference on Learning Representations (ICLR), May 2024 (Published) Home Code Video Project BibTeX

Empirical Inference Article Grundfragen der künstlichen Intelligenz Schölkopf, B. astronomie - Das Magazin, 42, May 2024 (Published) URL BibTeX

Empirical Inference Conference Paper Identifying Policy Gradient Subspaces Schneider, J., Schumacher, P., Guist, S., Chen, L., Häufle, D., Schölkopf, B., Büchler, D. The Twelfth International Conference on Learning Representations (ICLR), May 2024 (Published) arXiv BibTeX

Autonomous Learning Conference Paper Learning Hierarchical World Models with Adaptive Temporal Abstractions from Discrete Latent Dynamics Gumbsch, C., Sajid, N., Martius, G., Butz, M. V. In The Twelfth International Conference on Learning Representations, ICLR 2024, May 2024 () URL BibTeX

Empirical Inference Autonomous Learning Conference Paper Multi-View Causal Representation Learning with Partial Observability Yao, D., Xu, D., Lachapelle, S., Magliacane, S., Taslakian, P., Martius, G., von Kügelgen, J., Locatello, F. The Twelfth International Conference on Learning Representations (ICLR), May 2024 (Published) arXiv BibTeX

Empirical Inference Conference Paper Open X-Embodiment: Robotic Learning Datasets and RT-X Models Open X-Embodiment Collaboration ( incl. Guist, S., Schneider, J., Schölkopf, B., Büchler, D. ). IEEE International Conference on Robotics and Automation (ICRA), :6892-6903, May 2024 (Published) arXiv DOI URL BibTeX

Empirical Inference Conference Paper Out-of-Variable Generalization for Discriminative Models Guo, S., Wildberger, J., Schölkopf, B. The Twelfth International Conference on Learning Representations (ICLR), May 2024 (Published) arXiv BibTeX

Empirical Inference Perceiving Systems Conference Paper Parameter-Efficient Orthogonal Finetuning via Butterfly Factorization Liu, W., Qiu, Z., Feng, Y., Xiu, Y., Xue, Y., Yu, L., Feng, H., Liu, Z., Heo, J., Peng, S., et al. In Proceedings of the Twelfth International Conference on Learning Representations (ICLR), The Twelfth International Conference on Learning Representations, May 2024 (Published) Home Code HuggingFace project URL BibTeX

Empirical Inference Conference Paper Skill or Luck? Return Decomposition via Advantage Functions Pan, H., Schölkopf, B. The Twelfth International Conference on Learning Representations (ICLR), May 2024 (Published) BibTeX

Empirical Inference Conference Paper Some Intriguing Aspects about Lipschitz Continuity of Neural Networks Khromov*, G., Singh*, S. P. The Twelfth International Conference on Learning Representations (ICLR), May 2024, *equal contribution (Published) arXiv BibTeX

Empirical Inference Conference Paper Stochastic Gradient Descent for Gaussian Processes Done Right Lin*, J. A., Padhy*, S., Antorán*, J., Tripp, A., Terenin, A., Szepesvari, C., Hernández-Lobato, J. M., Janz, D. The Twelfth International Conference on Learning Representations (ICLR), May 2024, *equal contribution (Published) arXiv BibTeX

Empirical Inference Conference Paper Targeted Reduction of Causal Models Kekić, A., Schölkopf, B., Besserve, M. ICLR 2024 Workshop on AI4DifferentialEquations In Science, May 2024 (Published) URL BibTeX

Social Foundations of Computation Conference Paper Test-Time Training on Nearest Neighbors for Large Language Models Hardt, M., Sun, Y. In The Twelfth International Conference on Learning Representations (ICLR 2024), May 2024 (Published) ArXiv Code URL BibTeX

Empirical Inference Autonomous Learning Conference Paper The Expressive Leaky Memory Neuron: an Efficient and Expressive Phenomenological Neuron Model Can Solve Long-Horizon Tasks Spieler, A., Rahaman, N., Martius, G., Schölkopf, B., Levina, A. In The Twelfth International Conference on Learning Representations (ICLR), May 2024 (Published) arXiv BibTeX

Perceiving Systems Article The Poses for Equine Research Dataset (PFERD) Li, C., Mellbin, Y., Krogager, J., Polikovsky, S., Holmberg, M., Ghorbani, N., Black, M. J., Kjellström, H., Zuffi, S., Hernlund, E. Nature Scientific Data, 11, May 2024 (Published) paper DOI URL BibTeX

Haptic Intelligence Robotic Materials Miscellaneous Three-Dimensional Surface Reconstruction of a Soft System via Distributed Magnetic Sensing Sundaram, V. H., Smith, L., Turin, Z., Rentschler, M. E., Gonzalez Welker, C. Workshop paper (3 pages) presented at the ICRA Workshop on Advancing Wearable Devices and Applications Through Novel Design, Sensing, Actuation, and AI, Yokohama, Japan, May 2024 (Published) BibTeX

Empirical Inference Conference Paper Towards Meta-Pruning via Optimal Transport Theus, A., Geimer, O., Wicke, F., Hofmann, T., Anagnostidis, S., Singh, S. P. The Twelfth International Conference on Learning Representations (ICLR), May 2024 (Published) arXiv BibTeX

Empirical Inference Conference Paper Towards Training Without Depth Limits: Batch Normalization Without Gradient Explosion Meterez*, A., Joudaki*, A., Orabona, F., Immer, A., Rätsch, G., Daneshmand, H. The Twelfth International Conference on Learning Representations (ICLR), May 2024, *equal contribution (Published) arXiv BibTeX

Empirical Inference Conference Paper Transformer Fusion with Optimal Transport Imfeld*, M., Graldi*, J., Giordano*, M., Hofmann, T., Anagnostidis, S., Singh, S. P. The Twelfth International Conference on Learning Representations (ICLR), May 2024, *equal contribution (Published) arXiv BibTeX