0antique/antique-skills/paper-search-assistant

Paper Search Assistant

Goal

Find papers for a user-specified research topic and conference scope, prioritizing recent papers and official sources, then summarize them as a clean Chinese table.

Before Searching

Read references/search-guidelines.md before doing the search.

Extract these inputs from the user request:

• Topic or keywords, such as federated learning, LLM agent, CV, RAG, or Chinese equivalents.
• Conference scope, such as 三大A, CCF-A, ICLR/ICML/NeurIPS, ACL/AAAI/KDD/CVPR, or named conferences.
• Year scope. If absent, search recent years first and prefer newer papers.
• Desired count. If absent, target 10-20 high-relevance papers.

Ask only for the missing topic if it cannot be inferred. If the conference or year scope is missing, use the defaults in references/search-guidelines.md and state the assumption.

Search Workflow

1. Use web search. Paper lists, conference acceptances, paper links, and code availability are current information and must be verified online.
2. Search official conference/proceedings sources first. Use arXiv only as a fallback or companion link when an official paper page is not available.
3. For each candidate, verify that the paper actually matches both the target topic and the requested conference/year.
4. Check code availability from credible sources: official project page, paper page, author GitHub, or Papers with Code. Do not mark code as open-source from an unverified third-party mirror.
5. Deduplicate by title. Prefer the final conference version over arXiv preprints.
6. Sort by newest year first, then by conference priority and topic relevance.

Output Format

Return a short Chinese note describing the search scope, then a Markdown table:

| 标题 | 会议-年份 | 关键词 | 论文链接 | 是否开源代码 |
| --- | --- | --- | --- | --- |
| 《...》 | ICLR-2026 | FL，CV，Agent | 官方链接或 arXiv 链接 | 是：https://github.com/... |

Rules:

• Use Chinese for the surrounding explanation and keywords.
• Keep titles exact. Wrap paper titles in 《》.
• Use NeurIPS for recent papers, but accept user wording NIPS.
• In 论文链接, prefer the official publication/proceedings/OpenReview/CVF/ACL/ACM/PMLR page; use arXiv if the official page is unavailable.
• In 是否开源代码, use 是：<code link> only when a credible code repository is found. Use 否（未检索到） when not found after checking.
• Include source links in table cells whenever possible.
• If fewer papers are found than requested, say so and explain the limiting condition.

Quality Check

Before finalizing:

• Confirm every row has title, conference-year, topic keywords, paper link, and code status.
• Confirm every included paper is in the requested conference/year scope.
• Confirm links are not invented and code links are not confused with paper links.
• Confirm the table is useful for copying into notes or spreadsheets.