Daily Papers X - Trending Edition
Fetch trending AI papers with x.com-style hot topic detection across 4 research directions.
四大研究方向 (4 Research Directions)
1. 人工智能 (AI & LLM)
- •arXiv: cs.AI, cs.LG, cs.CL
- •涵盖: 大模型、深度学习、NLP、多模态
- •热门关键词: GPT, Claude, DeepSeek, Llama, Mistral, LoRA, RAG, Agent, RLHF, reasoning
2. 具身智能 (Embodied AI)
- •arXiv: cs.RO, cs.AI, cs.CV
- •涵盖: VLA, World Model, 机器人学习、人形机器人
- •热门关键词: VLA, RT-2, World Model, JEPA, humanoid, sim-to-real, teleoperation
3. AI与金融结合 (AI + Finance)
- •arXiv: cs.AI, q-fin.*
- •涵盖: 量化交易、风险管理、加密货币、DeFi
- •热门关键词: algorithmic trading, portfolio, crypto, DeFi, risk management, FinGPT
4. AI与生物医学结合 (AI + Biomedical)
- •arXiv: cs.AI, cs.CV, q-bio.*
- •涵盖: 药物发现、医学影像、临床诊断、蛋白质折叠
- •热门关键词: AlphaFold, drug discovery, medical imaging, clinical LLM, genomics
Quick Start
bash
# Run once node skills/daily-papers-x/scripts/fetch-papers.js # Output # - Full report: memory/papers-YYYY-MM-DD.md # - WhatsApp summary: memory/papers-YYYY-MM-DD-summary.txt
Trending Detection Algorithm
Hot Topic Scoring (0-10 scale)
| Signal Type | Weight | Examples |
|---|---|---|
| 方向-specific 热门话题 | +2.5 | VLA, RT-2, AlphaFold 3, GPT-4o |
| 病毒传播指标 | +4.0 | SOTA, beats GPT-4, open source |
| 通用热门话题 | +1.5 | efficiency, multimodal, synthetic data |
| 时效性 (6h内) | +1.5 | 新发布论文 |
| HF 点赞 | +0.5×log | 社区互动 |
Featured Papers
- •🏆 Most Recommended: 综合热度+质量 TOP 1
- •🔥 Most Trending: x.com 风格最热论文
- •🎨 Most Interesting: 创新概念
- •👍 Most Popular: 最高互动
- •🧠 Most Deep: 理论深度
- •💎 Most Valuable: 实用价值
Data Sources
- •arXiv API: cs.AI, cs.RO, cs.LG, cs.CL, cs.CV, q-fin., q-bio.
- •Hugging Face Daily Papers: Community engagement data
- •Trending Signals: 按4大方向分类的热门话题
Automation
Set up cron for daily 8 AM:
bash
0 8 * * * cd /path/to/clawd && node skills/daily-papers-x/scripts/fetch-papers.js
WhatsApp Output Format
code
📚 Daily AI Papers - 2026-02-01 🔥 x.com Trending Edition 📊 四大方向共 25 篇 | 均热: 6.8/10 📈 方向分布: 人工智能: 10篇 具身智能: 5篇 AI与金融: 4篇 AI与生物医学: 6篇 🏆 TOP PICK - 最推荐 ━━━━━━━━━━━━━━━━━━━━━━ 📌 [Paper Title] 📝 [Abstract preview...] ✨ 推荐理由: 🔥 高热度话题 📦 开源可用 🏆 SOTA性能 🔥 热度: 8.5/10 🔗 [PDF URL] ━━━━━━━━━━━━━━━━━━━━━━ 📋 Top Papers: 🔥 [trending paper 1] 🔥 [trending paper 2] • [other paper 3] ...
Configuration
Edit scripts/fetch-papers.js:
- •
CONFIG.hoursBack: 搜索时间范围 (默认 24h) - •
CONFIG.totalMaxResults: 最大论文数 (默认 30) - •
TRENDING_TRACKERS: 自定义热门话题关键词 - •
CATEGORIES: 调整4大方向的分类和关键词