most citedCommunication-Efficient Module-Wise Federated Learning for Grasp Pose Detection in Cluttered Environments

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cs.LG2025

Pathwise Explanation of ReLU Neural Networks

Seongwoo Lim, Won Jo, Joohyung Lee +1

Neural networks have demonstrated a wide range of successes, but their ``black box" nature raises concerns about transparency and reliability. Previous research on ReLU networks ha…

cs.LG2025

Sparse Logit Sampling: Accelerating Knowledge Distillation in LLMs

Anshumann, Mohd Abbas Zaidi, Akhil Kedia +5

Knowledge distillation can be a cost-effective technique to distill knowledge in Large Language Models, if the teacher output logits can be pre-computed and cached. However, succes…