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Theory

4950 directly classified papers

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Papers

Towards Sharper Risk Bounds for Minimax Problems IJCAI 2024
Fine-grained Analysis of Stability and Generalization for Stochastic Bilevel Optimization IJCAI 2024
Defining Knowledge: Bridging Epistemology and Large Language Models EMNLP 2024
Leveraging Large Language Models for NLG Evaluation: Advances and Challenges EMNLP 2024
ChatMusician: Understanding and Generating Music Intrinsically with LLM ACL 2024
CONTESTS: a Framework for Consistency Testing of Span Probabilities in Language Models EMNLP 2024
Verifiable, Debuggable, and Repairable Commonsense Logical Reasoning via LLM-based Theory Resolution EMNLP 2024
Analyzing Interpretability of Summarization Model with Eye-gaze Information COLING 2024
A Tale of Two Revisions: Summarizing Changes Across Document Versions ACL 2024
On Efficiently Representing Regular Languages as RNNs ACL 2024
Computational Expressivity of Neural Language Models ACL 2024
Evaluating the World Model Implicit in a Generative Model NIPS 2024
A Closer Look at AUROC and AUPRC under Class Imbalance NIPS 2024
Understanding Emergent Abilities of Language Models from the Loss Perspective NIPS 2024
Interventionally Consistent Surrogates for Complex Simulation Models NIPS 2024
The Secretary Problem with Predicted Additive Gap NIPS 2024
Linear Convergence of Black-Box Variational Inference: Should We Stick the Landing? AISTATS 2024
Understanding Generalization of Federated Learning via Stability: Heterogeneity Matters AISTATS 2024
Generalization Bounds of Nonconvex-(Strongly)-Concave Stochastic Minimax Optimization AISTATS 2024
Adaptive and non-adaptive minimax rates for weighted Laplacian-Eigenmap based nonparametric regression AISTATS 2024
SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification AISTATS 2024
Near-Interpolators: Rapid Norm Growth and the Trade-Off between Interpolation and Generalization AISTATS 2024
Identifiability of Product of Experts Models AISTATS 2024
Can Humans Identify Domains? COLING 2024
MVP: Minimal Viable Phrase for Long Text Understanding COLING 2024