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Theory

4950 directly classified papers

Papers per year

Papers

Are Emergent Abilities of Large Language Models a Mirage? NIPS 2023
Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective NIPS 2023
Sample-Conditioned Hypothesis Stability Sharpens Information-Theoretic Generalization Bounds NIPS 2023
Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors NIPS 2023
A Novel Approach for Effective Multi-View Clustering with Information-Theoretic Perspective NIPS 2023
Online PCA in Converging Self-consistent Field Equations NIPS 2023
Exact Generalization Guarantees for (Regularized) Wasserstein Distributionally Robust Models NIPS 2023
Convergence of Actor-Critic with Multi-Layer Neural Networks NIPS 2023
Solving Explainability Queries with Quantification: The Case of Feature Relevancy AAAI 2023
Fully-Dynamic Decision Trees AAAI 2023
Robust Neuro-Symbolic Goal and Plan Recognition AAAI 2023
On Total-Order HTN Plan Verification with Method Preconditions – An Extension of the CYK Parsing Algorithm AAAI 2023
From Understanding the Population Dynamics of the NSGA-II to the First Proven Lower Bounds AAAI 2023
Evaluating and Improving Interactions with Hazy Oracles AAAI 2023
Formalising the Robustness of Counterfactual Explanations for Neural Networks AAAI 2023
Neural Policy Safety Verification via Predicate Abstraction: CEGAR AAAI 2023
Reactive Synthesis of Dominant Strategies AAAI 2023
Complexity of Reasoning with Cardinality Minimality Conditions AAAI 2023
Improved Kernel Alignment Regret Bound for Online Kernel Learning AAAI 2023
Understanding the Generalization Performance of Spectral Clustering Algorithms AAAI 2023
Online Reinforcement Learning with Uncertain Episode Lengths AAAI 2023
Automata Cascades: Expressivity and Sample Complexity AAAI 2023
Understanding Representation Learnability of Nonlinear Self-Supervised Learning AAAI 2023
Structurally Restricted Fragments of Numeric Planning – a Complexity Analysis AAAI 2023
Feature Interactions Reveal Linguistic Structure in Language Models ACL 2023