311 citations · 1k across the 69 of their papers we have counts for
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cs.LG2023
Fast Shapley Value Estimation: A Unified Approach
Borui Zhang, Baotong Tian, Wenzhao Zheng +2
Shapley values have emerged as a widely accepted and trustworthy tool, grounded in theoretical axioms, for addressing challenges posed by black-box models like deep neural networks…
cs.LG2022
A Roadmap for Big Model
Sha Yuan, Hanyu Zhao, Shuai Zhao +97
With the rapid development of deep learning, training Big Models (BMs) for multiple downstream tasks becomes a popular paradigm. Researchers have achieved various outcomes in the c…
cs.LG2022★ 32 cited
Adaptive neighborhood Metric learning
Kun Song, Junwei Han, Gong Cheng +2
In this paper, we reveal that metric learning would suffer from serious inseparable problem if without informative sample mining. Since the inseparable samples are often mixed with…