activity
20202026
most citedAdversarial Rain Attack and Defensive Deraining for DNN Perception

10 citations · 11 across the 3 of their papers we have counts for

collaborators

5 papers

cs.CV2026

RSure-Agent: Reliable Use of Tool Observations for Remote Sensing Agents

Fuyuan Liu, Nayu Liu, Wenhao Yu +8

Remote sensing agents rely on perception, measurement, and raster analysis tools to solve Earth observation tasks. We refer to their judgments and quantitative results about ground…

cs.CV2026

CoLT: Teaching Multi-Modal Models to Think with Chain of Latent Thoughts

Lianyu Hu, Shengqian Qin, Zeqin Liao +4

Chain-of-thought (CoT) reasoning has enabled multi-modal large language models (MLLMs) to tackle complex visual reasoning tasks by generating explicit intermediate reasoning steps…

cs.CV2025

OBJVanish: Physically Realizable Text-to-3D Adv. Generation of LiDAR-Invisible Objects

Bing Li, Wuqi Wang, Yanan Zhang +6

LiDAR-based 3D object detectors are fundamental to autonomous driving, where failing to detect objects poses severe safety risks. Developing effective 3D adversarial attacks is ess…

cs.MA2025★ 1 cited

Knowing When to Critique: Task-Adaptive Metacognitive Regulation for Reliable LLM Reasoning

Xinmeng Hou, Ziting Chang, Zhouquan Lu +6

Large language models (LLMs) reason fluently but do not regulate their reasoning: they apply uniform scrutiny to every input, which leaves them vulnerable to adversarial and counte…

cs.CV2020★ 10 cited

Adversarial Rain Attack and Defensive Deraining for DNN Perception

Liming Zhai, Felix Juefei-Xu, Qing Guo +5

Rain often poses inevitable threats to deep neural network (DNN) based perception systems, and a comprehensive investigation of the potential risks of the rain to DNNs is of great…