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JiataiWang/README.md

Hey, I'm Jiatai Wang 👋

PhD candidate @ Nankai University, College of Computer Science | Research on retrieval-augmented LLMs, knowledge-conflict control, long-context memory, and the agent-harness engineering substrate that makes LLM agents finish long-horizon tasks reliably.

Projects

Area Project Stars Notes
RAG / knowledge-conflict control Swin-VIB 1 Source code for the AAAI 2026 paper Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Robust Response Generation in the Wild.
Multi-view representation DistilMVC 4 Source code for the TNNLS 2024 paper Towards Generalized Multi-stage Clustering: Multi-view Self-distillation.
Research feed MyArxiv new Personal arXiv tracking and digest setup.

Open Source Contributions

Agent frameworks / runtime
Project PR What I Did
openclaw (379k★) #78288 Show target node name in exec-tool transparency messages so multi-agent traces stay readable when several agents share an exec channel.
Planned

Research Direction

Retrieval-augmented generation under context distortion · knowledge-conflict control · learnable long-context compression · agent context-management policy evaluation.


你好,我是王嘉泰 👋

南开大学计算机学院在读博士 | 研究方向:检索增强大模型、知识冲突控制、长上下文记忆,以及让 LLM Agent 稳定完成长跨度任务的 agent harness 工程底座。

项目

方向 项目 Stars 简介
RAG / 知识冲突控制 Swin-VIB 1 AAAI 2026 论文《Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Robust Response Generation in the Wild》源码实现。
多视图表征 DistilMVC 4 TNNLS 2024 论文《Towards Generalized Multi-stage Clustering: Multi-view Self-distillation》源码实现。
研究追踪 MyArxiv new 个人 arXiv 跟踪与摘要工具。

开源贡献

Agent 框架
项目 PR 修了啥
openclaw (379k★) #78288 在 exec 工具的透传消息中展示目标节点名,让多个 agent 共享 exec 通道时的执行轨迹依然可读。
计划中

研究方向

检索增强生成下的上下文失真 · 知识冲突控制 · 可学习的长上下文压缩 · Agent 上下文管理策略评测。

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  1. Swin-VIB Swin-VIB Public

    Swin-VIB is a knowledge-conflict control framework for retrieval-augmented LLMs that adaptively regulates external context injection with an information-bottleneck sliding-window mechanism to impro…

    Python 46 1