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Theory

4,955 papers

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Papers

Understanding the Dynamics of Gradient Flow in Overparameterized Linear models ICML 2021
The Implicit Bias for Adaptive Optimization Algorithms on Homogeneous Neural Networks ICML 2021
Directional Bias Amplification ICML 2021
Quantum algorithms for reinforcement learning with a generative model ICML 2021
Thinking Like Transformers ICML 2021
Characterizing the Gap Between Actor-Critic and Policy Gradient ICML 2021
Which transformer architecture fits my data? A vocabulary bottleneck in self-attention ICML 2021
Conformal prediction interval for dynamic time-series ICML 2021
Exact Gap between Generalization Error and Uniform Convergence in Random Feature Models ICML 2021
Tensor Programs IIb: Architectural Universality Of Neural Tangent Kernel Training Dynamics ICML 2021
Elementary superexpressive activations ICML 2021
Improved OOD Generalization via Adversarial Training and Pretraing ICML 2021
Exponentially Many Local Minima in Quantum Neural Networks ICML 2021
Expressive 1-Lipschitz Neural Networks for Robust Multiple Graph Learning against Adversarial Attacks ICML 2021
Optimal Estimation of High Dimensional Smooth Additive Function Based on Noisy Observations ICML 2021
Contrastive Learning Inverts the Data Generating Process ICML 2021
A Functional Perspective on Learning Symmetric Functions with Neural Networks ICML 2021
SURPRISE! and When to Schedule It. IJCAI 2021
Almost Envy-Freeness for Groups: Improved Bounds via Discrepancy Theory IJCAI 2021
Tango: Declarative Semantics for Multiagent Communication Protocols IJCAI 2021
Game-theoretic Analysis of Effort Allocation of Contributors to Public Projects IJCAI 2021
Removing Foreground Occlusions in Light Field using Micro-lens Dynamic Filter IJCAI 2021
Learning Implicitly with Noisy Data in Linear Arithmetic IJCAI 2021
Choosing the Right Algorithm With Hints From Complexity Theory IJCAI 2021
A Uniform Abstraction Framework for Generalized Planning IJCAI 2021