activity
20242026
most citedAgentGroupChat: An Interactive Group Chat Simulacra For Better Eliciting Emergent Behavior

1 citations · 2 across the 7 of their papers we have counts for

collaborators

7 papers

cs.CR2026

IDORacle: Template-Guided SQL-Sink Mediation for Object-Level Authorization in Java Applications

Yuewantong Song, Guanhang Shi, Yin Cai +5

Insecure Direct Object Reference (IDOR), often modeled as Broken Object-Level Authorization (BOLA), remains prevalent in Java database applications because identity and authorizati…

cs.CL2026

SchemaGUI: A Schema-Driven Benchmark for Controllable GUI Generation Evaluation

Jiarui Dong, Yin Cai, Zhouhong Gu +7

Large language models (LLMs) have demonstrated strong potential in graphical user interface (GUI) generation, but reliable evaluation remains challenging due to uncontrolled data d…

cs.CL2026

Deep Research as Rubric for Reinforcement Learning

Wangyi Mei, Zhouhong Gu, Zhenhan Bai +9

Open-ended reasoning and long-form generation tasks lack reliable automatic verification signals for reward-based policy optimization. Rubrics offer a promising alternative, but ex…

cs.MA2026

Scaling Behavior of Single LLM-Driven Multi-Agent Systems

Jialing Li, Zhouhong Gu, Yin Cai +1

The burgeoning field of LLM-based Multi-Agent Systems (MAS) promises to tackle complex tasks through collaborative intelligence, yet fundamental questions regarding their scaling b…

cs.CL2025★ 1 cited

AgentGroupChat-V2: Divide-and-Conquer Is What LLM-Based Multi-Agent System Need

Zhouhong Gu, Xiaoxuan Zhu, Yin Cai +12

Large language model based multi-agent systems have demonstrated significant potential in social simulation and complex task resolution domains. However, current frameworks face cr…

cs.CL2025

MIRAGE: Exploring How Large Language Models Perform in Complex Social Interactive Environments

Yin Cai, Zhouhong Gu, Zhaohan Du +5

Large Language Models (LLMs) have shown remarkable capabilities in environmental perception, reasoning-based decision-making, and simulating complex human behaviors, particularly i…

cs.AI2024★ 1 cited

AgentGroupChat: An Interactive Group Chat Simulacra For Better Eliciting Emergent Behavior

Zhouhong Gu, Xiaoxuan Zhu, Haoran Guo +10

Language significantly influences the formation and evolution of Human emergent behavior, which is crucial in understanding collective intelligence within human societies. Consider…