GraphRAG under Fire

Jiacheng Liang, Yuhui Wang, Changjiang Li +4

Dynamic Token Reweighting for Robust Vision-Language Models

Tanqiu Jiang, Jiacheng Liang, Rongyi Zhu +3

Data to Defense: The Role of Curation in Customizing LLMs Against Jailbreaking Attacks

Xiaoqun Liu, Jiacheng Liang, Luoxi Tang +3

AgentLAB: Benchmarking LLM Agents against Long-Horizon Attacks

Tanqiu Jiang, Yuhui Wang, Jiacheng Liang +1

MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory

Yuhui Wang, Tanqiu Jiang, Jiacheng Liang +2

CyLens: Towards Reinventing Cyber Threat Intelligence in the Paradigm of Agentic Large Language Models

Xiaoqun Liu, Jiacheng Liang, Qiben Yan +5

Robustifying Safety-Aligned Large Language Models through Clean Data Curation

Xiaoqun Liu, Jiacheng Liang, Muchao Ye +1

Model Extraction Attacks Revisited

Jiacheng Liang, Ren Pang, Changjiang Li +1

Reasoning or Retrieval? A Study of Answer Attribution on Large Reasoning Models

Yuhui Wang, Changjiang Li, Guangke Chen +2

RobustKV: Defending Large Language Models against Jailbreak Attacks via KV Eviction

Tanqiu Jiang, Zian Wang, Jiacheng Liang +3

ARES: Adaptive Red-Teaming and End-to-End Repair of Policy-Reward System

Jiacheng Liang, Yao Ma, Tharindu Kumarage +5

RASA: Routing-Aware Safety Alignment for Mixture-of-Experts Models

Jiacheng Liang, Yuhui Wang, Tanqiu Jiang +1

Smashing, Balmer, Zariski spectra: an ideal approach

Jiacheng Liang, Changhan Zou

The paper defines a Zariski frame for any presentably symmetric monoidal ∞‑category, unifying several spectral constructions such as the classical Zariski spectrum and the Balmer s…

CopyrightMeter: Revisiting Copyright Protection in Text-to-image Models

Naen Xu, Changjiang Li, Tianyu Du +8

AutoRAN: Automated Hijacking of Safety Reasoning in Large Reasoning Models

Jiacheng Liang, Tanqiu Jiang, Yuhui Wang +3

LaCache: Robust Semantic Caching for LLM Serving

Jiacheng Liang, Yuhui Wang, Tanqiu Jiang +1

Self-Improving Model Steering

Rongyi Zhu, Yuhui Wang, Tanqiu Jiang +2

Higher algebra in $t$-structured tensor triangulated $\infty$-categories

Jiacheng Liang

Watermark under Fire: A Robustness Evaluation of LLM Watermarking

Jiacheng Liang, Zian Wang, Lauren Hong +2

OmniLytics: A Blockchain-based Secure Data Market for Decentralized Machine Learning

Jiacheng Liang, Songze Li, Bochuan Cao +2