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Theory

4,950 papers

Papers per year

Papers

Deconfounded Representation Similarity for Comparison of Neural Networks NIPS 2022
Agreement-on-the-line: Predicting the Performance of Neural Networks under Distribution Shift NIPS 2022
Theoretically Provable Spiking Neural Networks NIPS 2022
Rethinking Lipschitz Neural Networks and Certified Robustness: A Boolean Function Perspective NIPS 2022
Concentration of Data Encoding in Parameterized Quantum Circuits NIPS 2022
Beyond neural scaling laws: beating power law scaling via data pruning NIPS 2022
Surprising Instabilities in Training Deep Networks and a Theoretical Analysis NIPS 2022
Benign Underfitting of Stochastic Gradient Descent NIPS 2022
Redundant representations help generalization in wide neural networks NIPS 2022
Pay attention to your loss : understanding misconceptions about Lipschitz neural networks NIPS 2022
Gradient flow dynamics of shallow ReLU networks for square loss and orthogonal inputs NIPS 2022
End-to-end Algorithm Synthesis with Recurrent Networks: Extrapolation without Overthinking NIPS 2022
Biologically plausible solutions for spiking networks with efficient coding NIPS 2022
Multiclass Learnability Beyond the PAC Framework: Universal Rates and Partial Concept Classes NIPS 2022
Neuron with Steady Response Leads to Better Generalization NIPS 2022
An Analytical Theory of Curriculum Learning in Teacher-Student Networks NIPS 2022
Fixed-Distance Hamiltonian Monte Carlo NIPS 2022
A Non-Asymptotic Moreau Envelope Theory for High-Dimensional Generalized Linear Models NIPS 2022
Last-Iterate Convergence of Optimistic Gradient Method for Monotone Variational Inequalities NIPS 2022
Target alignment in truncated kernel ridge regression NIPS 2022
A general approximation lower bound in $L^p$ norm, with applications to feed-forward neural networks NIPS 2022
Convergence for score-based generative modeling with polynomial complexity NIPS 2022
Beyond accuracy: generalization properties of bio-plausible temporal credit assignment rules NIPS 2022
When to Update Your Model: Constrained Model-based Reinforcement Learning NIPS 2022
Mismatched No More: Joint Model-Policy Optimization for Model-Based RL NIPS 2022