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Theory

4,950 papers

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Papers

The complexity of nonconvex-strongly-concave minimax optimization UAI 2021
Statistical mechanical analysis of neural network pruning UAI 2021
Divergence Frontiers for Generative Models: Sample Complexity, Quantization Effects, and Frontier Integrals NIPS 2021
How rotational invariance of common kernels prevents generalization in high dimensions ICML 2021
A Law of Iterated Logarithm for Multi-Agent Reinforcement Learning NIPS 2021
Global Optimality Beyond Two Layers: Training Deep ReLU Networks via Convex Programs ICML 2021
An optimization and generalization analysis for max-pooling networks UAI 2021
Near-Optimal Provable Uniform Convergence in Offline Policy Evaluation for Reinforcement Learning AISTATS 2021
A Sharp Blockwise Tensor Perturbation Bound for Orthogonal Iteration JMLR 2021
Data-driven Prediction of General Hamiltonian Dynamics via Learning Exactly-Symplectic Maps ICML 2021
What’s the Context? Implicit and Explicit Assumptions in Model-Based Goal Recognition IJCAI 2021
Provably Strict Generalisation Benefit for Equivariant Models ICML 2021
Chebyshev-Cantelli PAC-Bayes-Bennett Inequality for the Weighted Majority Vote NIPS 2021
The Low-Dimensional Linear Geometry of Contextualized Word Representations CONLL 2021
An Exponential Lower Bound for Linearly Realizable MDP with Constant Suboptimality Gap NIPS 2021
Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions ACL 2021
Assessing Image and Text Generation With Topological Analysis and Fuzzy Logic WACV 2021
Transformer Interpretability Beyond Attention Visualization CVPR 2021
Post-selection inference with HSIC-Lasso ICML 2021
Bridging the Gap Between Practice and PAC-Bayes Theory in Few-Shot Meta-Learning NIPS 2021
Types of Out-of-Distribution Texts and How to Detect Them EMNLP 2021
WGAN with an Infinitely Wide Generator Has No Spurious Stationary Points ICML 2021
Non-Autoregressive Electron Redistribution Modeling for Reaction Prediction ICML 2021
A Survey on Goal Recognition as Planning IJCAI 2021
Explaining Contextualization in Language Models using Visual Analytics IJCNLP 2021