activity
20172023
most citedA Comprehensive Survey on Pretrained Foundation Models: A History from BERT to ChatGPT

156 citations · 194 across the 10 of their papers we have counts for

collaborators

10 papers

cs.LG2023

Making Binary Classification from Multiple Unlabeled Datasets Almost Free of Supervision

Yuhao Wu, Xiaobo Xia, Jun Yu +4

Training a classifier exploiting a huge amount of supervised data is expensive or even prohibited in a situation, where the labeling cost is high. The remarkable progress in workin…

cs.CV2023★ 1 cited

Robust Generalization against Photon-Limited Corruptions via Worst-Case Sharpness Minimization

Zhuo Huang, Miaoxi Zhu, Xiaobo Xia +6

Robust generalization aims to tackle the most challenging data distributions which are rare in the training set and contain severe noises, i.e., photon-limited corruptions. Common…

cs.CV2023

GLOW: Global Layout Aware Attacks on Object Detection

Buyu Liu, BaoJun, Jianping Fan +3

Adversarial attacks aim to perturb images such that a predictor outputs incorrect results. Due to the limited research in structured attacks, imposing consistency checks on natural…

cs.CV2023★ 12 cited

Prophet: Prompting Large Language Models with Complementary Answer Heuristics for Knowledge-based Visual Question Answering

Zhou Yu, Xuecheng Ouyang, Zhenwei Shao +2

Knowledge-based visual question answering (VQA) requires external knowledge beyond the image to answer the question. Early studies retrieve required knowledge from explicit knowled…

cs.AI2023★ 156 cited

A Comprehensive Survey on Pretrained Foundation Models: A History from BERT to ChatGPT

Ce Zhou, Qian Li, Chen Li +16

Pretrained Foundation Models (PFMs) are regarded as the foundation for various downstream tasks with different data modalities. A PFM (e.g., BERT, ChatGPT, and GPT-4) is trained on…

cs.LG2022★ 1 cited

Tensor-Based Multi-Modality Feature Selection and Regression for Alzheimer's Disease Diagnosis

Jun Yu, Zhaoming Kong, Liang Zhan +2

The assessment of Alzheimer's Disease (AD) and Mild Cognitive Impairment (MCI) associated with brain changes remains a challenging task. Recent studies have demonstrated that combi…