backup materials and knowledge-base docs

文档润色流和知识库构建流/claude-scholar-upstream/skills/daily-paper-generator/references/keywords.md

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+# General Topic Query Templates
+
+## Query construction
+
+Use this template:
+
+`<task/problem> + <domain> + <method/constraint>`
+
+Examples:
+- `test-time adaptation + medical imaging + robustness`
+- `multimodal retrieval + biomedicine + contrastive learning`
+- `speech representation + low-resource + self-supervised learning`
+
+## Topic starters
+
+### Machine learning
+- `test-time adaptation`
+- `domain generalization`
+- `uncertainty estimation`
+- `causal representation learning`
+
+### Multimodal and language
+- `multimodal foundation model`
+- `retrieval augmented generation`
+- `vision-language model evaluation`
+- `long-context reasoning`
+
+### Bio/health
+- `protein language model`
+- `single-cell foundation model`
+- `computational pathology`
+- `clinical prediction model calibration`
+
+### Neuroscience / BCI
+- `EEG decoding`
+- `speech decoding from EEG`
+- `brain-computer interface`
+- `neural signal representation learning`
+
+## Source-specific tips
+
+### arXiv
+Search page pattern:
+
+`https://arxiv.org/search/?searchtype=all&query=<QUERY>&abstracts=show&order=-announced_date_first`
+
+API pattern:
+
+`https://export.arxiv.org/api/query?search_query=all:<QUERY>&start=0&max_results=50&sortBy=submittedDate&sortOrder=descending`
+
+### bioRxiv
+Use API by date range and then filter by query text:
+
+`https://api.biorxiv.org/details/biorxiv/<FROM_DATE>/<TO_DATE>/<CURSOR>`
+
+Example:
+
+`https://api.biorxiv.org/details/biorxiv/2026-01-01/2026-04-23/0`
+
+## Practical defaults
+
+- Query length: 3 to 8 words
+- Time range: last 3 months (`--months 3`)
+- Sources: `--source both`
+- Result cap: `--max-results 50`
+
+## Anti-patterns
+
+- Too broad: `AI`, `biology`, `vision`
+- Too narrow with hard constraints before retrieval
+- Mixing too many unrelated concepts in one query