Learning Theory

Generalization Analysis for Label-Specific Representation Learning NeurIPS 2024 Generalization Analysis for Multi-Label Learning ICML 2024 Generalization Analysis of Deep Non-linear Matrix Completion ICML 2024 Generalization Analysis of Machine Learning Algorithms via the Worst-Case Data-Generating Probability Measure AAAI 2024 Generalization Analysis of Stochastic Weight Averaging with General Sampling ICML 2024 Generalization and Learnability in Multiple Instance Regression UAI 2024 Generalization and Stability of Interpolating Neural Networks with Minimal Width JMLR 2024 Generalization Bound and Learning Methods for Data-Driven Projections in Linear Programming NeurIPS 2024 Generalization Bound and New Algorithm for Clean-Label Backdoor Attack ICML 2024 Generalization Bounds for Causal Regression: Insights, Guarantees and Sensitivity Analysis ICML 2024 Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation ICML 2024 Generalization Bounds for Label Noise Stochastic Gradient Descent AISTATS 2024 Generalization Bounds via Conditional f-Information NeurIPS 2024 Generalization Error Bounds for Two-stage Recommender Systems with Tree Structure NeurIPS 2024 Generalization Error of Graph Neural Networks in the Mean-field Regime ICML 2024 Generalization in diffusion models arises from geometry-adaptive harmonic representations ICLR 2024 Generalization in Kernel Regression Under Realistic Assumptions ICML 2024 Generalization Measures for Zero-Shot Cross-Lingual Transfer EMNLP 2024 Generalization of Hamiltonian algorithms NeurIPS 2024 Generalization of Scaled Deep ResNets in the Mean-Field Regime ICLR 2024 Generalization on the Unseen, Logic Reasoning and Degree Curriculum JMLR 2024 Generalize for Future: Slow and Fast Trajectory Learning for CTR Prediction AAAI 2024 General Stability Analysis for Zeroth-Order Optimization Algorithms ICLR 2024 Get rich quick: exact solutions reveal how unbalanced initializations promote rapid feature learning NeurIPS 2024 Gibbs-Based Information Criteria and the Over-Parameterized Regime AISTATS 2024