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Papers
An NTK Theory Approach to UCB Estimation in Semi-gradient TD Learning
UAI 2026
Demystifying GNN-to-MLP Knowledge Transfer: Theoretical Grounding and Dual-Stream Distillation Method
AAAI 2026
Global Convergence of Average Reward Constrained MDPs with Neural Critic and General Policy Parameterization
UAI 2026
Ground What You See: Hallucination-Resistant MLLMs via Caption Feedback, Diversity-Aware Sampling, and Conflict Regularization
AAAI 2026
How Good Are Inducing Points for Dataset Distillation? (Student Abstract)
AAAI 2026
Neural Tangent Kernels Under Stochastic Data Augmentation
AAAI 2026
NTK-Guided Implicit Neural Teaching
CVPR 2026
On the Equivalence of Random Network Distillation, Deep Ensembles, and Bayesian Inference
UAI 2026
Optimization and Generalization of Gradient Descent for Shallow ReLU Networks with Minimal Width
JMLR 2026
Black-box Optimization with Unknown Constraints via Overparameterized Deep Neural Networks
UAI 2025
Determinant Estimation under Memory Constraints and Neural Scaling Laws
ICML 2025
Differential Privacy Mechanisms in Neural Tangent Kernel Regression
WACV 2025
Divergence of Neural Tangent Kernel in Classification Problems
ICLR 2025
Eigen Analysis of Conjugate Kernel and Neural Tangent Kernel
ICML 2025
Exact Certification of (Graph) Neural Networks Against Label Poisoning
ICLR 2025
F^3OCUS - Federated Finetuning of Vision-Language Foundation Models with Optimal Client Layer Updating Strategy via Multi-objective Meta-Heuristics
CVPR 2025
Fine-Tuning Attention Modules Only: Enhancing Weight Disentanglement in Task Arithmetic
ICLR 2025
From Lazy to Rich: Exact Learning Dynamics in Deep Linear Networks
ICLR 2025
Global Convergence in Neural ODEs: Impact of Activation Functions
ICLR 2025
How Feature Learning Can Improve Neural Scaling Laws
ICLR 2025
How Learnable Grids Recover Fine Detail in Low Dimensions: A Neural Tangent Kernel Analysis of Multigrid Parametric Encodings
ICLR 2025
Inductive Gradient Adjustment for Spectral Bias in Implicit Neural Representations
ICML 2025
Infinite Width Limits of Self Supervised Neural Networks
AISTATS 2025
Learning dynamics in linear recurrent neural networks
ICML 2025
Learning Input Encodings for Kernel-Optimal Implicit Neural Representations
ICML 2025