8 papers · 1 filter
GroundedGEO: Auditing the Evidence Gap in Generative Search Rankings
Yihan Xia, Huiling Fan, Kangrong Zhong +1
Generative search systems rank products and services for consequential decisions, and publishers can cheaply make candidate text look relevant. Yet evidence status is not a text pr…
Workflow-Localized Mechanism Learning: Attribution-Guided Repair and Knowledge Reuse for Structured Agent Skills
Zibin Lin, Shengli Zhang, Taotao Wang +3
Agent Skills package reusable procedural knowledge as external artifacts for frozen language-model agents, yet existing optimizers do not jointly resolve where a failure occurs in…
When Should Agent Trust Be Conditional? Characterizing and Attacking Skill-Conditional Reputation in Agent Swarms
Yihan Xia, Taotao Wang
Open platforms increasingly route tasks among heterogeneous LLM agents--differing in base model, scaffold, and tool stack--whose competence varies sharply by skill: an agent excell…
ResearchLoop: An Evidence-Gated Control Plane for AI-Assisted Research
Yihan Xia, Taotao Wang
AI-assisted research compresses ideation, implementation, evaluation, and manuscript writing into a single interactive loop. This compression is useful, but it also creates a publi…
Agentic Trading: When LLM Agents Meet Financial Markets
Yihan Xia, Panpan You, Taotao Wang +4
Large Language Models (LLMs) combined with autonomous agent architectures are shifting quantitative finance from isolated predictive modeling toward closed-loop trading agents. The…
AlphaLogics: A Market Logic-Driven Multi-Agent System for Scalable and Interpretable Alpha Factor Generation
Zhangyuhua Weng, Shengli Zhang, Taotao Wang +1
Factor investing is ultimately grounded in market logic - the latent mechanism behind observed alpha factors that explains why they should persist across assets and regimes. Howeve…
TimberAgent: Gram-Guided Retrieval for Executable Music Effect Control
Shihao He, Yihan Xia, Fang Liu +2
Digital audio workstations expose rich effect chains, yet a semantic gap remains between perceptual user intent and low-level signal-processing parameters. We study retrieval-groun…
Agent-OSI: An Interoperability Architecture for Communication and Settlement in the Decentralized Internet of Agents
Wenxin Xu, Taotao Wang, Yihan Xia +2
Large Language Models (LLMs) are accelerating the shift from an Internet of information to an Internet of Agents (IoA), where autonomous entities discover services, negotiate, exec…