most citedDefending against Indirect Prompt Injection by Instruction Detection

4 citations · 4 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2025

Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning

Peng Xia, Kaide Zeng, Jiaqi Liu +5

Large Language Model (LLM) Agents, often trained with Reinforcement Learning (RL), are constrained by a dependency on human-curated data, limiting scalability and tethering AI to h…

cs.MA2025

ColorEcosystem: Powering Personalized, Standardized, and Trustworthy Agentic Service in massive-agent Ecosystem

Fangwen Wu, Zheng Wu, Jihong Wang +11

With the rapid development of (multimodal) large language model-based agents, the landscape of agentic service management has evolved from single-agent systems to multi-agent syste…

q-fin.TR2025

Trading-R1: Financial Trading with LLM Reasoning via Reinforcement Learning

Yijia Xiao, Edward Sun, Tong Chen +3

Developing professional, structured reasoning on par with human financial analysts and traders remains a central challenge in AI for finance, where markets demand interpretability…

cs.CL2025

Diagnose, Localize, Align: A Full-Stack Framework for Reliable LLM Multi-Agent Systems under Instruction Conflicts

Guancheng Wan, Leixin Sun, Longxu Dou +10

Large Language Model (LLM)-powered multi-agent systems (MAS) have rapidly advanced collaborative reasoning, tool use, and role-specialized coordination in complex tasks. However, r…

cs.CR2025★ 4 cited

Defending against Indirect Prompt Injection by Instruction Detection

Tongyu Wen, Chenglong Wang, Xiyuan Yang +5

The integration of Large Language Models (LLMs) with external sources is becoming increasingly common, with Retrieval-Augmented Generation (RAG) being a prominent example. However,…

math.NA2024

Puzzle Game: Prediction and Classification of Wordle Solution Words

Haidong Xin, Fang Wu, Zhitong Zhou

Wordle result prediction involves both daily participation and the difficulty of the solution word. We model these quantities with ARIMA forecasts of report counts, XGBoost regress…