Search Results for author: Shuo Ni

Found 4 papers, 2 papers with code

CLR: Channel-wise Lightweight Reprogramming for Continual Learning

1 code implementation • ICCV 2023 • Yunhao Ge, Yuecheng Li, Shuo Ni, Jiaping Zhao, Ming-Hsuan Yang, Laurent Itti

Reprogramming parameters are task-specific and exclusive to each task, which makes our method immune to catastrophic forgetting.

Continual Learning Image Classification

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Lightweight Learner for Shared Knowledge Lifelong Learning

1 code implementation • 24 May 2023 • Yunhao Ge, Yuecheng Li, Di wu, Ao Xu, Adam M. Jones, Amanda Sofie Rios, Iordanis Fostiropoulos, Shixian Wen, Po-Hsuan Huang, Zachary William Murdock, Gozde Sahin, Shuo Ni, Kiran Lekkala, Sumedh Anand Sontakke, Laurent Itti

We propose a new Shared Knowledge Lifelong Learning (SKILL) challenge, which deploys a decentralized population of LL agents that each sequentially learn different tasks, with all agents operating independently and in parallel.

Image Classification

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Detecting Mitoses with a Convolutional Neural Network for MIDOG 2022 Challenge

no code implementations • 26 Aug 2022 • Hongyan Gu, Mohammad Haeri, Shuo Ni, Christopher Kazu Williams, Neda Zarrin-Khameh, Shino Magaki, Xiang 'Anthony' Chen

This work presents a mitosis detection method with only one vanilla Convolutional Neural Network (CNN).

Active Learning Data Augmentation +1

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High Dimensional Differentially Private Stochastic Optimization with Heavy-tailed Data

no code implementations • 23 Jul 2021 • Lijie Hu, Shuo Ni, Hanshen Xiao, Di Wang

To better understand the challenges arising from irregular data distribution, in this paper we provide the first study on the problem of DP-SCO with heavy-tailed data in the high dimensional space.

Sparse Learning Stochastic Optimization +1

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