2 papers
cs.LG2024
EPA: Neural Collapse Inspired Robust Out-of-Distribution Detector
Jiawei Zhang, Yufan Chen, Cheng Jin +2
Out-of-distribution (OOD) detection plays a crucial role in ensuring the security of neural networks. Existing works have leveraged the fact that In-distribution (ID) samples form…
math.OC2023
Linear Speedup of Incremental Aggregated Gradient Methods on Streaming Data
Xiaolu Wang, Cheng Jin, Hoi-To Wai +1
This paper considers a type of incremental aggregated gradient (IAG) method for large-scale distributed optimization. The IAG method is well suited for the parameter server archite…