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Theory

4,950 papers

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Papers

UNIPoint: Universally Approximating Point Processes Intensities AAAI 2021
Characterizing Deep Gaussian Processes via Nonlinear Recurrence Systems AAAI 2021
Avoiding Kernel Fixed Points: Computing with ELU and GELU Infinite Networks AAAI 2021
Learning Set Functions that are Sparse in Non-Orthogonal Fourier Bases AAAI 2021
Non-asymptotic Convergence of Adam-type Reinforcement Learning Algorithms under Markovian Sampling AAAI 2021
Deep Frequency Principle Towards Understanding Why Deeper Learning Is Faster AAAI 2021
Sample Complexity of Policy Gradient Finding Second-Order Stationary Points AAAI 2021
Identity-aware Graph Neural Networks AAAI 2021
Exploration-Exploitation in Multi-Agent Learning: Catastrophe Theory Meets Game Theory AAAI 2021
Robustness of Accuracy Metric and its Inspirations in Learning with Noisy Labels AAAI 2021
A Unified Taylor Framework for Revisiting Attribution Methods AAAI 2021
On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning AAAI 2021
Responsibility Attribution in Parameterized Markovian Models AAAI 2021
A Multivariate Complexity Analysis of the Material Consumption Scheduling Problem AAAI 2021
On the Optimal Efficiency of A* with Dominance Pruning AAAI 2021
Better Bounds on the Adaptivity Gap of Influence Maximization under Full-adoption Feedback AAAI 2021
Generalization in Portfolio-Based Algorithm Selection AAAI 2021
Theoretical Analyses of Multi-Objective Evolutionary Algorithms on Multi-Modal Objectives AAAI 2021
MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations AAAI 2021
A Theoretical Analysis of the Repetition Problem in Text Generation AAAI 2021
On the Softmax Bottleneck of Recurrent Language Models AAAI 2021
Document-Level Relation Extraction with Reconstruction AAAI 2021
Simpson's Bias in NLP Training AAAI 2021
Thou Shalt Love Thy Neighbor as Thyself When Thou Playest: Altruism in Game Theory AAAI 2021
Topological Machine Learning Methods for Power System Responses to Contingencies AAAI 2021