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Yuchi Chen

2 accepted papers

2025

A Unified Approach to Interpreting Self-supervised Pre-training Methods for 3D Point Clouds via Interactions

CVPR 2025highlight

Recently, many self-supervised pre-training methods have been proposed to improve the performance of deep neural networks (DNNs) for 3D point clouds processing. However, the common mechanism underlying the effectiveness of different pre-training methods remains unclear. In this paper, we use game-th…

Cited by 0SourcePDFScholar
2023

Predictive Exit: Prediction of Fine-Grained Early Exits for Computation- and Energy-Efficient Inference

AAAI 2023technical

By adding exiting layers to the deep learning networks, early exit can terminate the inference earlier with accurate results. However, the passive decision-making of whether to exit or continue the next layer has to go through every pre-placed exiting layer until it exits. In addition, it is hard to…

Cited by 25SourcePDFScholar