papers
Publications (5)
cs.CL2026
Can LVLMs Uncover the Truth Behind Visual Illusions? An Analysis of Perceptual and Reasoning Capabilities
Liangjie Zhao, Jiaqing Lyu, Kexin Tang +5
The paper introduces IllusionReasoning, a benchmark that uses visual illusion images to jointly assess perception and reasoning abilities of large vision‑language models, revealing…
#visual illusions#vision-language models#reasoning evaluation#benchmark
cs.CR2026
STARE: Step-wise Temporal Alignment and Red-teaming Engine for Multi-modal Toxicity Attack
Xutao Mao, Liangjie Zhao, Tao Liu +3
cs.CL2026
TTSR: Test-Time Self-Reflection for Continual Reasoning Improvement
Haoyang He, Zihua Rong, Liangjie Zhao +3
cs.LG2026
IRIS: Interpolative Rényi Iterative Self-play for Large Language Model Fine-Tuning
Wenjie Liao, Like Wu, Liangjie Zhao +2
cs.AI2026
Agents Don't Just Agree, They Remember: Benchmarking Persistent Sycophancy in Stateful Personal Agents
Xutao Mao, Liangjie Zhao, Leyao Wang +6
The paper defines persistent sycophancy, where personal agents store user‑provided claims in long‑term memory and later repeat them, and introduces the Personal Agent Sycophancy Be…
#personal agents#sycophancy#persistent memory#benchmarking