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Learning Theory

5312 directly classified papers

Papers per year

Papers

On Non-asymptotic Theory of Recurrent Neural Networks in Temporal Point Processes JMLR 2025
General Loss Functions Lead to (Approximate) Interpolation in High Dimensions JMLR 2025
Stable learning using spiking neural networks equipped with affine encoders and decoders JMLR 2025
Delta-NAS: Difference of Architecture Encoding for Predictor-Based Evolutionary Neural Architecture Search WACV 2025
Invariant Shape Representation Learning for Image Classification WACV 2025
CPsyExam: A Chinese Benchmark for Evaluating Psychology using Examinations COLING 2025
Beyond Surprisal: A Dual Metric Framework for Lexical Skill Acquisition in LLMs COLING 2025
Decomposition Dilemmas: Does Claim Decomposition Boost or Burden Fact-Checking Performance? NAACL 2025
Language Models Encode Numbers Using Digit Representations in Base 10 NAACL 2025
Analyzing the Inner Workings of Transformers in Compositional Generalization NAACL 2025
A Novel Computational Modeling Foundation for Automatic Coherence Assessment NAACL 2025
Probing Neural Network Generalization using Default Patterns NAACL 2025
Learning Probabilistic Temporal Logic Specifications for Stochastic Systems IJCAI 2025
High-Dimensional L2-Boosting: Rate of Convergence JMLR 2025
Boosting Causal Additive Models JMLR 2025
Trajectory-Dependent Generalization Bounds for Pairwise Learning with φ-mixing Samples IJCAI 2025
On the Generalization of Feature Incremental Learning IJCAI 2025
LiBOG: Lifelong Learning for Black-Box Optimizer Generation IJCAI 2025
Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors (Extended Abstract) IJCAI 2025
On the Hardness of Training Deep Neural Networks Discretely AAAI 2025
Scaling Laws for Multilingual Language Models ACL 2025
User Behavior Prediction as a Generic, Robust, Scalable, and Low-Cost Evaluation Strategy for Estimating Generalization in LLMs ACL 2025
Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following ACL 2025
The Reasoning-Memorization Interplay in Language Models Is Mediated by a Single Direction ACL 2025
LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning EMNLP 2025