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Human Aspects of Machine Learning

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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

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Empirical Inference Conference Paper Neural Characteristic Activation Analysis and Geometric Parameterization for ReLU Networks Chen, W., Ge, H. Advances in Neural Information Processing Systems 37 (NeurIPS 2024) , 37:97562-97586, (Editors: A. Globerson and L. Mackey and D. Belgrave and A. Fan and U. Paquet and J. Tomczak and C. Zhang), Curran Associates, Inc., 38th Annual Conference on Neural Information Processing Systems, December 2024 (Published) URL BibTeX
Empirical Inference Conference Paper On Affine Homotopy between Language Encoders Chan, R., Bourmasmoud, R., Svete, A., Ren, Y., Guo, Q., Jin, Z., Ravfogel, S., Sachan, M., Schölkopf, B., El-Assady, M., et al. Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 37:73337-73365, (Editors: A. Globerson and L. Mackey and D. Belgrave and A. Fan and U. Paquet and J. Tomczak and C. Zhang), Curran Associates, Inc., 38th Annual Conference on Neural Information Processing Systems, December 2024 (Published) URL BibTeX
Haptic Intelligence Ph.D. Thesis Precision Haptics in Gait Retraining for Knee Osteoarthritis Rokhmanova, N. Carnegie Mellon University, Pittsburgh, USA, December 2024, Department of Mechanical Engineering (Published) BibTeX
Social Foundations of Computation Algorithms and Society Conference Paper Questioning the Survey Responses of Large Language Models Dominguez-Olmedo, R., Hardt, M., Mendler-Dünner, C. Advances in Neural Information Processing Systems 37 (NeurIPS 2024), The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS), Oral, December 2024 (Published) ArXiv URL BibTeX
Empirical Inference Conference Paper Shaving Weights with Occam’s Razor: Bayesian Sparsification for Neural Networks using the Marginal Likelihood Dhahri, R., Immer, A., Charpentier, B., Günnemann, S., Fortuin, V. Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 37:24959-24989, (Editors: A. Globerson and L. Mackey and D. Belgrave and A. Fan and U. Paquet and J. Tomczak and C. Zhang), Curran Associates, Inc., 38th Annual Conference on Neural Information Processing Systems, December 2024 (Published) URL BibTeX
Haptic Intelligence Article Simulation Training with Haptic Feedback of Instrument Vibrations Reduces Resident Workload During Live Robot-Assisted Sleeve Gastrectomy Gomez, E. D., Mat Husin, H., Dumon, K. R., Williams, N. N., Kuchenbecker, K. J. Surgical Endoscopy, December 2024 (Published) DOI BibTeX
Empirical Inference Conference Paper Sourcerer: Sample-based Maximum Entropy Source Distribution Estimation Vetter, J., Moss, G., Schröder, C., Gao, R., Macke, J. H. Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 37:88772-88806, (Editors: A. Globerson and L. Mackey and D. Belgrave and A. Fan and U. Paquet and J. Tomczak and C. Zhang), Curran Associates, Inc., 38th Annual Conference on Neural Information Processing Systems, December 2024 (Published) URL BibTeX
Social Foundations of Computation Conference Paper The Fairness-Quality Trade-off in Clustering Hakim, R., Stoica, A., Papadimitriou, C. H., Yannakakis, M. Advances in Neural Information Processing Systems 37 (NeurIPS 2024), The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS), December 2024 (Published) arXiv URL BibTeX
Empirical Inference Conference Paper Theoretical Characterisation of the Gauss Newton Conditioning in Neural Networks Zhao*, J., Singh*, S. P., Lucchi, A. Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 37:114965-115000, (Editors: A. Globerson and L. Mackey and D. Belgrave and A. Fan and U. Paquet and J. Tomczak and C. Zhang), Curran Associates, Inc., 38th Annual Conference on Neural Information Processing Systems, December 2024, *equal contribution (Published) URL BibTeX
Empirical Inference Conference Paper What Makes and Breaks Safety Fine-tuning? A Mechanistic Study Jain, S., Lubana, E. S., Oksuz, K., Joy, T., Torr, P., Sanyal, A., Dokania, P. K. Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 37:93406-93478, (Editors: A. Globerson and L. Mackey and D. Belgrave and A. Fan and U. Paquet and J. Tomczak and C. Zhang), Curran Associates, Inc., 38th Annual Conference on Neural Information Processing Systems, December 2024 (Published) URL BibTeX
Perceiving Systems Article PuzzleAvatar: Assembling 3D Avatars from Personal Albums Xiu, Y., Liu, Z., Tzionas, D., Black, M. J. ACM Transactions on Graphics, 43(6):1-15, ACM, December 2024 (Published) DOI URL BibTeX
Perceiving Systems Conference Paper SPARK: Self-supervised Personalized Real-time Monocular Face Capture Baert, K., Bharadwaj, S., Castan, F., Maujean, B., Christie, M., Abrevaya, V., Boukhayma, A. In SIGGRAPH Asia 2024 Conference Proceedings, SIGGRAPH Asia, December 2024 (Published) DOI URL BibTeX
Perceiving Systems Article StableNormal: Reducing Diffusion Variance for Stable and Sharp Normal Ye, C., Qiu, L., Gu, X., Zuo, Q., Wu, Y., Dong, Z., Bo, L., Xiu, Y., Han, X. ACM Transactions on Graphics, 43(6):1-18, ACM, December 2024 (Published) DOI BibTeX
Perceiving Systems Ph.D. Thesis Beyond the Surface: Statistical Approaches to Internal Anatomy Prediction Keller, M. University of Tübingen, November 2024 (Published) pdf URL BibTeX
Deep Models and Optimization Conference Paper Adaptive Methods through the Lens of SDEs: Theoretical Insights on the Role of Noise Monzio Compagnoni, E., Liu, T., Islamov, R., Proske, F. N., Orvieto, A., Lucchi, A. In The Thirteenth International Conference on Learning Representations, ICLR 2025, The Thirteenth International Conference on Learning Representations, November 2024, Accepted (Accepted) BibTeX
Robust Machine Learning Article Interaction Asymmetry: A General Principle for Learning Composable Abstractions Brady, J., von Kügelgen, J., Lachapelle, S., Buchholz, S., Kipf, T., Brendel, W. November 2024, Submitted (Submitted) BibTeX
Organizational Leadership and Diversity Article From challenges to opportunities: navigating the human response to automated agents in the workplace Ðula, I., Berberena, T., Keplinger, K., Wirzberger, M. Humanities and Social Sciences Communications, 11:1454, November 2024 (Published) navigating the human response to automated agents in the workplace navigating the human response to automated agents in the workplace DOI URL BibTeX
Haptic Intelligence Article A Sleeve Alters the Pressure-Stretch Curve of a Hyperelastic Balloon to Enable Pre-Programmed Sequencing Gertler, I., Kuchenbecker, K. J. Advanced Materials Technologies, :1-11, November 2024 (Published) DOI BibTeX
Haptic Intelligence Ph.D. Thesis Data-Driven Needle Puncture Detection for the Delivery of Urgent Medical Care in Space L’Orsa, R. University of Calgary, Calgary, Canada, November 2024, Department of Electrical and Computer Engineering (Published) BibTeX
Haptic Intelligence Autonomous Learning Empirical Inference Miscellaneous Demonstration: Minsight - A Soft Vision-Based Tactile Sensor for Robotic Fingertips Andrussow, I., Sun, H., Martius, G., Kuchenbecker, K. J. Hands-on demonstration presented at the Conference on Robot Learning (CoRL), Munich, Germany, November 2024 (Published) BibTeX
Haptic Intelligence Miscellaneous Demonstration: OCRA - A Kinematic Retargeting Algorithm for Expressive Whole-Arm Teleoperation Mohan, M., Kuchenbecker, K. J. Hands-on demonstration presented at the Conference on Robot Learning (CoRL), Munich, Germany, November 2024 (Published) BibTeX
Empirical Inference Conference Paper Diffusion-based learning of contact plans for agile locomotion Dh’Edin, V., Ravi, A. K. C., Jordana, A., Zhu, H., Meduri, A., Righetti, L., Schölkopf, B., Khadiv, M. IEEE-RAS 23rd International Conference on Humanoid Robots (Humanoids), :637-644, IEEE, November 2024 (Published) DOI URL BibTeX
Empirical Inference Conference Paper Do LLMs Think Fast and Slow? A Causal Study on Sentiment Analysis Lyu*, Z., Jin*, Z., Gonzalez, F., Mihalcea, R., Schölkopf, B., Sachan, M. Findings of the Association for Computational Linguistics: EMNLP, :9353-9372, (Editors: Yaser Al-Onaizan and Mohit Bansal and Yun-Nung Chen), Association for Computational Linguistics, November 2024, *equal contribution (Published) DOI URL BibTeX
Empirical Inference Conference Paper Implicit Personalization in Language Models: A Systematic Study Jin, Z., Heil, N., Liu, J., Dhuliawala, S., Qi, Y., Schölkopf, B., Mihalcea, R., Sachan, M. Findings of the Association for Computational Linguistics: EMNLP, :12309-12325, (Editors: Yaser Al-Onaizan and Mohit Bansal and Yun-Nung Chen), Association for Computational Linguistics, November 2024 (Published) DOI URL BibTeX
Empirical Inference Ph.D. Thesis On Principled Modeling of Inductive Bias in Machine Learning Liu, W. University of Cambridge, UK, Cambridge, November 2024, (Cambridge-Tübingen-Fellowship-Program, ELLIS PhD student program) (Published) BibTeX
Physics for Inference and Optimization Article Structure and inference in hypergraphs with node attributes Badalyan, A., Ruggeri, N., De Bacco, C. Nature Communications, 7073:15, August 2024 (Published) Preprint Code Paper DOI BibTeX
Haptic Intelligence Perceiving Systems Article Wrist-to-Wrist Bioimpedance Can Reliably Detect Discrete Self-Touch Forte, M., Vardar, Y., Javot, B., Kuchenbecker, K. J. IEEE Transactions on Instrumentation and Measurement, 74:1-11, November 2024 (Published) DOI BibTeX
Empirical Inference Conference Paper RP1M: A Large-Scale Motion Dataset for Piano Playing with Bi-Manual Dexterous Robot Hands Zhao*, Y., Chen*, L., Schneider, J., Gao, Q., Kannala, J., Schölkopf, B., Pajarinen, J., Büchler, D. Proceedings of the 8th Annual Conference on Robot Learning (CoRL), 270:5184-5203, Proceedings of Machine Learning Research, (Editors: Agrawal, Pulkit and Kroemer, Oliver and Burgard, Wolfram), PMLR, Conference on Robot Learning, November 2024, *equal contribution (Published) URL BibTeX
Organizational Leadership and Diversity Conference Paper Is it Part of Me? Exploring Experiences of Inclusive Avatar Use For Visible and Invisible Disabilities in Social VR Angerbauer, K., Van Wagoner, P., Halach, T., Vogelsang, J., Hube, N., Smith, A., Keplinger, K., Sedlmair, M. In Proceedings of the 26th International ACM SIGACCESS Conference on Computers and Accessibility, :1-15, Association for Computing Machinery, New York, NY, USA, ASSETS '24, October 2024 (Published) Inclusive Avatar Use For Visible and Invisible Disabilities in Social VR Inclusive Avatar Use for Social VR DOI URL BibTeX
Autonomous Learning Robotics Conference Paper Learning Diverse Skills for Local Navigation under Multi-constraint Optimality Cheng, J., Vlastelica, M., Kolev, P., Li, C., Martius, G. In Learning Diverse Skills for Local Navigation under Multi-constraint Optimality, :5083-5089, ICRA, October 2024 (Published) Website DOI URL BibTeX
Haptic Intelligence Robotic Materials Miscellaneous Active Haptic Feedback for a Virtual Wrist-Anchored User Interface Bartels, J. U., Sanchez-Tamayo, N., Sedlmair, M., Kuchenbecker, K. J. Adjunct Proceedings of the Annual ACM Symposium on User Interface Software and Technology (UIST), Hands-on demonstration presented at the Annual ACM Symposium on User Interface Software and Technology (UIST), Pittsburgh, USA, October 2024 (Published) DOI BibTeX
Haptic Intelligence Robotics Article Building Instructions You Can Feel: Edge-Changing Haptic Devices for Digitally Guided Construction Tashiro, N., Faulkner, R., Melnyk, S., Rosales Rodriguez, T., Javot, B., Tahouni, Y., Cheng, T., Wood, D., Menges, A., Kuchenbecker, K. J. ACM Transactions on Computer-Human Interaction, October 2024 (Published) DOI BibTeX
Social Foundations of Computation Algorithms and Society Conference Paper Decline Now: A Combinatorial Model for Algorithmic Collective Action Sigg, D., Hardt, M., Mendler-Dünner, C. CHI Conference on Human Factors in Computing Systems, October 2024, Accepted (Accepted) arXiv BibTeX
Perceiving Systems Ph.D. Thesis Learning Digital Humans from Vision and Language Feng, Y. ETH Zürich, October 2024 (Published) pdf DOI URL BibTeX
Perceiving Systems Conference Paper On predicting 3D bone locations inside the human body Dakri, A., Arora, V., Challier, L., Keller, M., Black, M. J., Pujades, S. In 26th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), October 2024 (Published) Project page BibTeX
Empirical Inference Conference Paper Redesigning Information Markets in the Era of Language Models Weiss, M., Rahaman, N., Wüthrich, M., Bengio, Y., Li, L. E., Schölkopf, B., Pal, C. First Conference on Language Modeling (COLM), arXiv:2403.14443, October 2024 (Published) arXiv URL BibTeX
Neural Capture and Synthesis Perceiving Systems Conference Paper Stable Video Portraits Ostrek, M., Thies, J. In European Conference on Computer Vision (ECCV 2024), LNCS, Springer Cham, European Conference on Computer Vision (ECCV 2024), October 2024 (Published) URL BibTeX
Neural Capture and Synthesis Perceiving Systems Conference Paper Synthesizing Environment-Specific People in Photographs Ostrek, M., O’Sullivan, C., Black, M., Thies, J. In European Conference on Computer Vision (ECCV 2024), LNCS, Springer Cham, European Conference on Computer Vision (ECCV 2024), October 2024 (Published) URL BibTeX
Perceiving Systems Conference Paper HUMOS: Human Motion Model Conditioned on Body Shape Tripathi, S., Taheri, O., Lassner, C., Black, M. J., Holden, D., Stoll, C. In European Conference on Computer Vision (ECCV 2024), LNCS, Springer Cham, October 2024 (Published) project arXiv BibTeX
Robotic Materials Article Hexagonal electrohydraulic modules for rapidly reconfigurable high-speed robots Yoder, Z., Rumley, E., Schmidt, I., Rothemund, P., Keplinger, C. Science Robotics, 9, September 2024 (Published) Video PDF DOI URL BibTeX
Robotic Materials Article Electrohydraulic Musculoskeletal Robotic Leg for Agile, Adaptive, yet Energy-Efficient Locomotion Buchner, T. J. K., Fukushima, T., Kazemipour, A., Gravert, S., Prairie, M., Romanescu, P., Arm, P., Zhang, Y., Wang, X., Zhang, S. L., et al. Nature Communications, 15(1), September 2024 (Published) Press release Video (overview) Video (technical description) Article in pdf DOI URL BibTeX
Perceiving Systems Ph.D. Thesis Realistic Digital Human Characters: Challenges, Models and Algorithms Osman, A. A. A. University of Tübingen, September 2024 (Published) Thesis DOI BibTeX
Conference Paper Learning to Control Emulated Muscles in Real Robots: A Software Test Bed for Bio-Inspired Actuators in Hardware Schumacher, P., Krause, L., Schneider, J., Büchler, D., Martius, G., Haeufle, D. IEEE, September 2024 (Published) URL BibTeX
Empirical Inference Article A Probabilistic Model behind Self-Supervised Learning Bizeul, A., Schölkopf, B., Allen, C. Transactions on Machine Learning Research, October 2024 (Published) PDF URL BibTeX
Empirical Inference Ph.D. Thesis Advances in Probabilistic Methods for Deep Learning Immer, A. ETH Zurich, Switzerland, September 2024, CLS PhD Program (Published) BibTeX
Perceiving Systems Conference Paper Benchmarks and Challenges in Pose Estimation for Egocentric Hand Interactions with Objects Fan, Z., Ohkawa, T., Yang, L., Lin, N., Zhou, Z., Zhou, S., Liang, J., Gao, Z., Zhang, X., Zhang, X., et al. In European Conference on Computer Vision (ECCV 2024), :428-448, LNCS, Springer Cham, September 2024 (Published) Paper Leaderboard DOI BibTeX
Physics for Inference and Optimization Article Cohesive urban bicycle infrastructure design through optimal transport routing in multilayer networks Lonardi, A., Szell, M., De Bacco, C. September 2024, Accepted (Accepted) Preprint Code URL BibTeX
Physics for Inference and Optimization Article Community detection and anomaly prediction in dynamic networks Safdari, H., De Bacco, C. Communications Physics, 7:397, September 2024 (Published) Preprint Paper DOI URL BibTeX
Perceiving Systems Conference Paper Explorative Inbetweening of Time and Space Feng, H., Ding, Z., Xia, Z., Niklaus, S., Fernandez Abrevaya, V., Black, M. J., Zhang, X. In European Conference on Computer Vision (ECCV 2024), :378-395, LNCS, Springer Cham, September 2024 (Published) Paper Website DOI URL BibTeX
Social Foundations of Computation Conference Paper Fairness in Social Influence Maximization via Optimal Transport Chowdhary, S., De Pasquale, G., Lanzetti, N., Stoica, A., Dorfler, F. Advances in Neural Information Processing Systems 37 (NeurIPS 2024), The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS), September 2024 (Published) ArXiv URL BibTeX