Learning Theory

FedLMT: Tackling System Heterogeneity of Federated Learning via Low-Rank Model Training with Theoretical Guarantees ICML 2024 FedSC: Provable Federated Self-supervised Learning with Spectral Contrastive Objective over Non-i.i.d. Data ICML 2024 Finding good policies in average-reward Markov Decision Processes without prior knowledge NeurIPS 2024 Finding Super-spreaders in Network Cascades COLT 2024 Fine-grained Analysis of Stability and Generalization for Stochastic Bilevel Optimization IJCAI 2024 Finite-time Analysis of Globally Nonstationary Multi-Armed Bandits JMLR 2024 Finite-Time Analysis of On-Policy Heterogeneous Federated Reinforcement Learning ICLR 2024 Finite-Time Frequentist Regret Bounds of Multi-Agent Thompson Sampling on Sparse Hypergraphs AAAI 2024 Finite Time Logarithmic Regret Bounds for Self-Tuning Regulation ICML 2024 First Tragedy, then Parse: History Repeats Itself in the New Era of Large Language Models NAACL 2024 Fixed-Budget Differentially Private Best Arm Identification ICLR 2024 Fixed-Budget Real-Valued Combinatorial Pure Exploration of Multi-Armed Bandit AISTATS 2024 FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets ICLR 2024 Forgetting Curve: A Reliable Method for Evaluating Memorization Capability for Long-Context Models EMNLP 2024 Formality is Favored: Unraveling the Learning Preferences of Large Language Models on Data with Conflicting Knowledge EMNLP 2024 Forward Learning with Top-Down Feedback: Empirical and Analytical Characterization ICLR 2024 FREB-TQA: A Fine-Grained Robustness Evaluation Benchmark for Table Question Answering NAACL 2024 FRoG: Evaluating Fuzzy Reasoning of Generalized Quantifiers in LLMs EMNLP 2024 From Biased Selective Labels to Pseudo-Labels: An Expectation-Maximization Framework for Learning from Biased Decisions ICML 2024 FRVA: Fact-Retrieval and Verification Augmented Entailment Tree Generation for Explainable Question Answering ACL 2024 Fully Unconstrained Online Learning NeurIPS 2024 Functional Directed Acyclic Graphs JMLR 2024 Functions with average smoothness: structure, algorithms, and learning JMLR 2024 Generalisation First, Memorisation Second? Memorisation Localisation for Natural Language Classification Tasks ACL 2024 Generalizablity of Memorization Neural Network NeurIPS 2024