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Papers
Deconstructing the Failure of Ideal Noise Correction: A Three-Pillar Diagnosis
CVPR 2026
SASNet: Spatially-Adaptive Sinusoidal Networks for INRs
CVPR 2026
A Comprehensive Framework for Analyzing the Convergence of Adam: Bridging the Gap with SGD
ICML 2025
ADDQ: Adaptive distributional double Q-learning
ICML 2025
A Generalization Result for Convergence in Learning-to-Optimize
ICML 2025
An Efficient Pruner for Large Language Model with Theoretical Guarantee
ICML 2025
An Online Feasible Point Method for Benign Generalized Nash Equilibrium Problems.
ALT 2025
ARS: Adaptive Reward Scaling for Multi-Task Reinforcement Learning
ICML 2025
Categorical Distributional Reinforcement Learning with Kullback-Leibler Divergence: Convergence and Asymptotics
ICML 2025
Consensus Is All You Get: The Role of Attention in Transformers
ICML 2025
Convergence of Policy Mirror Descent Beyond Compatible Function Approximation
ICML 2025
Dimension-Independent Rates for Structured Neural Density Estimation
ICML 2025
Direct Density Ratio Optimization: A Statistically Consistent Approach to Aligning Large Language Models
ICML 2025
Efficient Federated Incomplete Multi-View Clustering
ICML 2025
Elucidating Flow Matching ODE Dynamics via Data Geometry and Denoisers
ICML 2025
Federated In-Context Learning: Iterative Refinement for Improved Answer Quality
ICML 2025
Ferret: Federated Full-Parameter Tuning at Scale for Large Language Models
ICML 2025
Gradient Methods with Online Scaling
COLT 2025
Haste Makes Waste: A Simple Approach for Scaling Graph Neural Networks
ICML 2025
(How) Do Language Models Track State?
ICML 2025
Learn Singularly Perturbed Solutions via Homotopy Dynamics
ICML 2025
Low-dimensional adaptation of diffusion models: Convergence in total variation (extended abstract)
COLT 2025
Meta-Reinforcement Learning with Adaptation from Human Feedback via Preference-Order-Preserving Task Embedding
ICML 2025
Noisy SIGNSGD Is More Differentially Private Than You (Might) Think
ICML 2025
Nonlinearly Preconditioned Gradient Methods under Generalized Smoothness
ICML 2025