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Theory

4,950 papers

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Papers

Non-asymptotic Convergence of Adam-type Reinforcement Learning Algorithms under Markovian Sampling AAAI 2021
Scalable Verification of Quantized Neural Networks AAAI 2021
Outside Computation with Superior Functions NAACL 2021
Does Preprocessing Help Training Over-parameterized Neural Networks? NIPS 2021
A Law of Robustness for Two-Layers Neural Networks COLT 2021
Geometrically Enriched Latent Spaces AISTATS 2021
Learning and certification under instance-targeted poisoning UAI 2021
Bilinear Classes: A Structural Framework for Provable Generalization in RL ICML 2021
Minimax Regret for Stochastic Shortest Path NIPS 2021
One-pass Stochastic Gradient Descent in overparametrized two-layer neural networks AISTATS 2021
How Tight Can PAC-Bayes be in the Small Data Regime? NIPS 2021
On the Power of Edge Independent Graph Models NIPS 2021
A General Setting for Gradual Semantics Dealing with Similarity AAAI 2021
Scaling Laws for Acoustic Models INTERSPEECH 2021
Partial Identifiability in Discrete Data with Measurement Error UAI 2021
Analytic Insights into Structure and Rank of Neural Network Hessian Maps NIPS 2021
Parameterized Complexity of Logic-Based Argumentation in Schaefer's Framework AAAI 2021
On Online Optimization: Dynamic Regret Analysis of Strongly Convex and Smooth Problems AAAI 2021
Train simultaneously, generalize better: Stability of gradient-based minimax learners ICML 2021
Cascade versus Direct Speech Translation: Do the Differences Still Make a Difference? IJCNLP 2021
Tensor Programs IIb: Architectural Universality Of Neural Tangent Kernel Training Dynamics ICML 2021
Globally-Robust Neural Networks ICML 2021
Double Perturbation: On the Robustness of Robustness and Counterfactual Bias Evaluation NAACL 2021
gENder-IT: An Annotated English-Italian Parallel Challenge Set for Cross-Linguistic Natural Gender Phenomena ACL 2021
Adversarial Examples in Multi-Layer Random ReLU Networks NIPS 2021