Jacot, Arthur

16 publications

CPAL 2025 Hamiltonian Mechanics of Feature Learning: Bottleneck Structure in Leaky ResNets Arthur Jacot, Alexandre Kaiser

ICLR 2025 How DNNs Break the Curse of Dimensionality: Compositionality and Symmetry Learning Arthur Jacot, Seok Hoan Choi, Yuxiao Wen

ICLR 2025 Shallow Diffusion Networks Provably Learn Hidden Low-Dimensional Structure Nicholas Matthew Boffi, Arthur Jacot, Stephen Tu, Ingvar Ziemann

ICLR 2025 Wide Neural Networks Trained with Weight Decay Provably Exhibit Neural Collapse Arthur Jacot, Peter Súkeník, Zihan Wang, Marco Mondelli

ICLR 2024 Implicit Bias of SGD in $l_2$-Regularized Linear DNNs: One-Way Jumps from High to Low Rank Zihan Wang, Arthur Jacot

NeurIPS 2024 Mixed Dynamics in Linear Networks: Unifying the Lazy and Active Regimes Zhenfeng Tu, Santiago Aranguri, Arthur Jacot

ICML 2024 Which Frequencies Do CNNs Need? Emergent Bottleneck Structure in Feature Learning Yuxiao Wen, Arthur Jacot

NeurIPS 2023 Bottleneck Structure in Learned Features: Low-Dimension vs Regularity Tradeoff Arthur Jacot

ICLR 2023 Implicit Bias of Large Depth Networks: A Notion of Rank for Nonlinear Functions Arthur Jacot

NeurIPS 2022 Feature Learning in $l_2$-Regularized DNNs: Attraction/Repulsion and Sparsity Arthur Jacot, Eugene Golikov, Clement Hongler, Franck Gabriel

NeurIPS 2021 DNN-Based Topology Optimisation: Spatial Invariance and Neural Tangent Kernel Benjamin Dupuis, Arthur Jacot

ICML 2021 Geometry of the Loss Landscape in Overparameterized Neural Networks: Symmetries and Invariances Berfin Simsek, François Ged, Arthur Jacot, Francesco Spadaro, Clement Hongler, Wulfram Gerstner, Johanni Brea

ICML 2020 Implicit Regularization of Random Feature Models Arthur Jacot, Berfin Simsek, Francesco Spadaro, Clement Hongler, Franck Gabriel

NeurIPS 2020 Kernel Alignment Risk Estimator: Risk Prediction from Training Data Arthur Jacot, Berfin Simsek, Francesco Spadaro, Clement Hongler, Franck Gabriel

ICLR 2020 The Asymptotic Spectrum of the Hessian of DNN Throughout Training Arthur Jacot, Franck Gabriel, Clément Hongler

NeurIPS 2018 Neural Tangent Kernel: Convergence and Generalization in Neural Networks Arthur Jacot, Franck Gabriel, Clement Hongler