Grewe, Benjamin F.

19 publications

NeurIPS 2025 Mechanistic Interpretability of RNNs Emulating Hidden Markov Models Elia Torre, Michele Viscione, Lucas Pompe, Benjamin F Grewe, Valerio Mante

ICML 2025 The Underlying Structures of Self-Attention: Symmetry, Directionality, and Emergent Dynamics in Transformer Training Matteo Saponati, Pascal Josef Sager, Pau Vilimelis Aceituno, Thilo Stadelmann, Benjamin F Grewe

NeurIPSW 2024 Exploring the Limits of Feature Learning in Continual Learning Jacopo Graldi, Giulia Lanzillotta, Lorenzo Noci, Benjamin F Grewe, Thomas Hofmann

CoLLAs 2024 Local vs Global Continual Learning Giulia Lanzillotta, Sidak Pal Singh, Benjamin F Grewe, Thomas Hofmann

TMLR 2024 MC Layer Normalization for Calibrated Uncertainty in Deep Learning Thomas Frick, Diego Antognini, Ioana Giurgiu, Benjamin F Grewe, Cristiano Malossi, Rong J.B. Zhu, Mattia Rigotti

ICMLW 2024 Stitching Manifolds: Leveraging Interaction to Compose Object Representations into Scenes. Hamza Keurti, Bernhard Schölkopf, Pau Vilimelis Aceituno, Benjamin F Grewe

ICML 2023 Homomorphism AutoEncoder -- Learning Group Structured Representations from Observed Transitions Hamza Keurti, Hsiao-Ru Pan, Michel Besserve, Benjamin F Grewe, Bernhard Schölkopf

TMLR 2023 Meta-Learning via Classifier(-Free) Diffusion Guidance Elvis Nava, Seijin Kobayashi, Yifei Yin, Robert K. Katzschmann, Benjamin F Grewe

ECCVW 2022 Active Learning for Imbalanced Civil Infrastructure Data Thomas Frick, Diego Antognini, Mattia Rigotti, Ioana Giurgiu, Benjamin F. Grewe, Cristiano Malossi

ICML 2022 Fast Aquatic Swimmer Optimization with Differentiable Projective Dynamics and Neural Network Hydrodynamic Models Elvis Nava, John Z Zhang, Mike Yan Michelis, Tao Du, Pingchuan Ma, Benjamin F. Grewe, Wojciech Matusik, Robert Kevin Katzschmann

NeurIPSW 2022 Homomorphism AutoEncoder --- Learning Group Structured Representations from Observed Transitions Hamza Keurti, Hsiao-Ru Pan, Michel Besserve, Benjamin F Grewe, Bernhard Schölkopf

NeurIPSW 2022 Meta-Learning via Classifier(-Free) Guidance Elvis Nava, Seijin Kobayashi, Yifei Yin, Robert K. Katzschmann, Benjamin F Grewe

ICML 2022 Minimizing Control for Credit Assignment with Strong Feedback Alexander Meulemans, Matilde Tristany Farinha, Maria R. Cervera, João Sacramento, Benjamin F. Grewe

ICLR 2021 Continual Learning in Recurrent Neural Networks Benjamin Ehret, Christian Henning, Maria Cervera, Alexander Meulemans, Johannes von Oswald, Benjamin F Grewe

NeurIPS 2021 Credit Assignment in Neural Networks Through Deep Feedback Control Alexander Meulemans, Matilde Tristany Farinha, Javier Garcia Ordonez, Pau Vilimelis Aceituno, João Sacramento, Benjamin F. Grewe

ICLR 2021 Neural Networks with Late-Phase Weights Johannes von Oswald, Seijin Kobayashi, Joao Sacramento, Alexander Meulemans, Christian Henning, Benjamin F Grewe

NeurIPS 2021 Posterior Meta-Replay for Continual Learning Christian Henning, Maria Cervera, Francesco D'Angelo, Johannes von Oswald, Regina Traber, Benjamin Ehret, Seijin Kobayashi, Benjamin F. Grewe, João Sacramento

NeurIPS 2020 A Theoretical Framework for Target Propagation Alexander Meulemans, Francesco Carzaniga, Johan Suykens, João Sacramento, Benjamin F. Grewe

ICLR 2020 Continual Learning with Hypernetworks Johannes von Oswald, Christian Henning, João Sacramento, Benjamin F. Grewe