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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
Multimodal parametric RAG SCoRAG ★ 11 A multimodal parametric RAG framework that compiles retrieved evidence into modality-specific LoRA adapters and routes them to compatible module slots.
RAG / knowledge-conflict control Swin-VIB ★ 46 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 ★ 69 Source code for the TNNLS 2024 paper Towards Generalized Multi-stage Clustering: Multi-view Self-distillation.
Research feed MyArxiv ★ 0 Personal arXiv tracking and digest setup.

Open Source Contributions

Agent frameworks / runtime
Project Stars PR What I Did
openclaw★ 386k#78288Show target node name in exec-tool transparency messages so multi-agent traces stay readable when several agents share an exec channel.
openclaw★ 386k#113560Prevent same-named generated files from overwriting earlier SharePoint uploads so Teams shows the correct current file and retains previous content.
letta-ai/letta-agent-sdk★ 81#249Normalize chronological cursors for descending conversation-message pagination, preventing overlapping pages and duplicate messages.
letta-ai/letta-agent-sdk★ 81#250Decode file URLs before spawning the MCP test fixture, fixing failures in checkout paths containing spaces or non-ASCII characters.
copilot-money-mcp★ 69#619Make privacy comment stripping syntax-aware so comment-like delimiters inside strings, templates, and regular expressions are preserved.

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
多模态参数化 RAG SCoRAG ★ 11 将检索证据编译为模态专用 LoRA 适配器,并通过槽位路由将其注入兼容模块的多模态参数化 RAG 框架。
RAG / 知识冲突控制 Swin-VIB ★ 46 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 ★ 69 TNNLS 2024 论文《Towards Generalized Multi-stage Clustering: Multi-view Self-distillation》源码实现。
研究追踪 MyArxiv ★ 0 个人 arXiv 跟踪与摘要工具。

开源贡献

Agent 框架
项目 Stars PR 修了啥
openclaw★ 386k#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。
openclaw★ 386k#113560避免同名生成文件覆盖已有的 SharePoint 上传,使 Teams 显示正确的当前文件并保留先前内容。
letta-ai/letta-agent-sdk★ 81#249规范降序消息分页的时间游标,避免翻页时出现页面重叠和重复消息。
letta-ai/letta-agent-sdk★ 81#250启动 MCP 测试夹具前正确解码文件 URL,修复检出路径包含空格或非 ASCII 字符时的失败。
copilot-money-mcp★ 69#619让隐私扫描中的注释移除具备语法感知能力,保留字符串、模板和正则表达式中的类注释分隔符。

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 1