activity
20212026
most citedDARTSRepair: Core-failure-set Guided DARTS for Network Robustness to Common Corruptions

12 citations · 17 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CV2026

NARU: A Benchmark for NARrative Evolution and Cultural Nuance Understanding in Japanese Extreme Long Video

Yuheng Huang, Jianlang Chen, Jiayang Song +6

Long-form video understanding encompasses tasks that go beyond retrieving isolated events, including tracking an evolving narrative and interpreting social meaning that may remain…

cs.SE2025

Foundation Models for Autonomous Driving System: An Initial Roadmap

Xiongfei Wu, Mingfei Cheng, Xiaoning Ren +8

Recent advances in foundation models (FMs), including large language models (LLMs), vision-language models (VLMs), and world models, have opened new opportunities for autonomous dr…

cs.CV2024★ 1 cited

LRR: Language-Driven Resamplable Continuous Representation against Adversarial Tracking Attacks

Jianlang Chen, Xuhong Ren, Qing Guo +5

Visual object tracking plays a critical role in visual-based autonomous systems, as it aims to estimate the position and size of the object of interest within a live video. Despite…

cs.CV2022★ 12 cited

DARTSRepair: Core-failure-set Guided DARTS for Network Robustness to Common Corruptions

Xuhong Ren, Jianlang Chen, Felix Juefei-Xu +5

Network architecture search (NAS), in particular the differentiable architecture search (DARTS) method, has shown a great power to learn excellent model architectures on the specif…

cs.LG2021★ 4 cited

ArchRepair: Block-Level Architecture-Oriented Repairing for Deep Neural Networks

Hua Qi, Zhijie Wang, Qing Guo +4

Over the past few years, deep neural networks (DNNs) have achieved tremendous success and have been continuously applied in many application domains. However, during the practical…