Learning Theory

NeuronTune: Towards Self-Guided Spurious Bias Mitigation ICML 2025 Neuro-Symbolic Artificial Intelligence: A Task-Directed Survey in the Black-Box Models Era IJCAI 2025 Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors (Extended Abstract) IJCAI 2025 No Free Lunch: Fundamental Limits of Learning Non-Hallucinating Generative Models ICLR 2025 Noise, Adaptation, and Strategy: Assessing LLM Fidelity in Decision-Making EMNLP 2025 Non-Asymptotic Length Generalization ICML 2025 Nonlinear transformers can perform inference-time feature learning ICML 2025 Nonparametric Identification of Latent Concepts ICML 2025 Nonparametric Modern Hopfield Models ICML 2025 Not all solutions are created equal: An analytical dissociation of functional and representational similarity in deep linear neural networks ICML 2025 Not-Just-Scaling Laws: Towards a Better Understanding of the Downstream Impact of Language Model Design Decisions EMNLP 2025 NovelHopQA: Diagnosing Multi-Hop Reasoning Failures in Long Narrative Contexts EMNLP 2025 OAgents: An Empirical Study of Building Effective Agents EMNLP 2025 ODP-Bench: Benchmarking Out-of-Distribution Performance Prediction ICCV 2025 Of Dice and Games: A Theory of Generalized Boosting COLT 2025 Offline Learning for Combinatorial Multi-armed Bandits ICML 2025 Offline RL in Regular Decision Processes: Sample Efficiency via Language Metrics ICLR 2025 On Constant Regret for Low-Rank MDPs UAI 2025 On Expressive Power of Looped Transformers: Theoretical Analysis and Enhancement via Timestep Encoding ICML 2025 On Generalization Bounds for Neural Networks with Low Rank Layers ALT 2025 On Learning Parallel Pancakes with Mostly Uniform Weights ICML 2025 Online Curvature-Aware Replay: Leveraging $\mathbf2^nd$ Order Information for Online Continual Learning ICML 2025 Online Differentially Private Conformal Prediction for Uncertainty Quantification ICML 2025 ONLINE EPSILON NET & PIERCING SET FOR GEOMETRIC CONCEPTS ICLR 2025 Online Learning of Coalition Structures by Selfish Agents AAAI 2025