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Papers
GFPack++: Attention-Driven Gradient Fields for Optimizing 2D Irregular Packing
ICCV 2025
Global Convergence in Neural ODEs: Impact of Activation Functions
ICLR 2025
Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult
JMLR 2025
Gradient-Adaptive Policy Optimization: Towards Multi-Objective Alignment of Large Language Models
ACL 2025
Gradient-Based Sample Selection for Black-Box Universal Domain Adaptation
AAAI 2025
Gradient Descent Converges Arbitrarily Fast for Logistic Regression via Large and Adaptive Stepsizes
ICML 2025
Gradient-Guided Credit Assignment and Joint Optimization for Dependency-Aware Spatial Crowdsourcing
AAAI 2025
Grokking at the Edge of Linear Separability
ICML 2025
Grokking Beyond the Euclidean Norm of Model Parameters
ICML 2025
How Gradient descent balances features: A dynamical analysis for two-layer neural networks
ICLR 2025
How rotation invariant algorithms are fooled by noise on sparse targets
ALT 2025
How Transformers Learn Regular Language Recognition: A Theoretical Study on Training Dynamics and Implicit Bias
ICML 2025
How Well Can Transformers Emulate In-Context Newton’s Method?
AISTATS 2025
Implicit Bias of Gradient Descent for Non-Homogeneous Deep Networks
ICML 2025
Implicit Regularization for Tubal Tensor Factorizations via Gradient Descent
ICML 2025
Improving Adversarial Transferability via Decision Boundary Adaptation
UAI 2025
In-Context Deep Learning via Transformer Models
ICML 2025
Injecting Imbalance Sensitivity for Multi-Task Learning
IJCAI 2025
Input Space Mode Connectivity in Deep Neural Networks
ICLR 2025
Instability, Computational Efficiency and Statistical Accuracy
JMLR 2025
Large Scale Knowledge Washing
ICLR 2025
Last-iterate Convergence of Shuffling Momentum Gradient Method under the Kurdyka-Lojasiewicz Inequality
JMLR 2025
Latent Process Models for Functional Network Data
JMLR 2025
Learning a Neural Solver for Parametric PDEs to Enhance Physics-Informed Methods
ICLR 2025
Learning Complexity of Gradient Descent and Conjugate Gradient Algorithms
AAAI 2025