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