📝 この記事のポイント
- 🚀 AI技術の最新動向 – 2026年1月30日 世界中から収集したAI・機械学習の最新情報をお届けします 📑 目次 💻 注目のGitHubプロジェクト pentoai/ml-ralph sircatavax/polymarket-copy-trading-bots nhevers/neuralcfd aman179102/trust-aware smalltrappax/RaceIdentAI 📌 関連記事もチェック 📚 最新研究論文 1. RedSage: A Cybersecurity Generalist LLM 著者: Naufal Suryanto, Muzammal Naseer, Pengfei Li Cybersecurity operations demand assistant LLMs that support diverse workflows without exposing sensitive data. Existing solutions either rely on proprietary APIs with privacy risks or on open models lacking domain adaptation. To bridge this gap, we curate 11.8B tokens of cybersecurity-focused contin… 論文を読む → 2. Discovering Hidden Gems in Model Repositories 著者: Jonathan Kahana, Eliahu Horwitz, Yedid Hoshen Public repositories host millions of fine-tuned models, yet community usage remains disproportionately concentrated on a small number of foundation checkpoints. We investigate whether this concentration reflects efficient market selection or if superior models are systematically overlooked. Through … 論文を読む → 3. Hybrid Linear Attention Done Right: Efficient Distillation and Effective Architectures for Extremely Long Contexts 著者: Yingfa Chen, Zhen Leng Thai, Zihan Zhou Hybrid Transformer architectures, which combine softmax attention blocks and recurrent neural networks (RNNs), have shown a desirable performance-throughput tradeoff for long-context modeling, but their adoption and studies are hindered by the prohibitive cost of large-scale pre-training from scratc… 論文を読む → 💻 注目のGitHubプロジェクト 1. pentoai/ml-ralph Autonomous ML agent for running experiments using Claude or Codex. ⭐ 18 stars | 🔀 1 forks リポジトリを見る → 2. sircatavax/polymarket-copy-trading-bots This repository is inspired by community implementations of Polymarket copy-trading and automated bots that monitor and mirror top market players in real time. Such projects typically include monitoring, scaling based on wallet size, and execution logic to replicate successful strategies. ⭐ 14 stars | 🔀 8 forks リポジトリを見る → 3. nhevers/neuralcfd neural network surrogate for CFD simulations ⭐ 7 stars | 🔀 0 forks リポジトリを見る → 4. aman179102/trust-aware A trust-aware, human-in-the-loop AI decision system that knows when not to trust model confidence. ⭐ 5 stars | 🔀 2 forks リポジトリを見る → 5. smalltrappax/RaceIdentAI Robust ethnicity classification pipeline using Face Segmentation (BiSeNet) & EfficientNet-B4. Features a memory-optimized Telegram Bot demo. ⭐ 4 stars | 🔀 0 forks リポジトリを見る → 📚 あわせて読みたい 【AI最新動向】一歩先の未来へ！私が触れた最先端AIの世界 「プロンプトは戦略だ！」と学んで劇的効率UP！私のAI活用術 私が実感！AIで物流の悩み解消、時間もコストも浮いた話。
🚀 AI技術の最新動向 – 2026年1月30日
世界中から収集したAI・機械学習の最新情報をお届けします
📑 目次
- 💻 注目のGitHubプロジェクト
- pentoai/ml-ralph
- sircatavax/polymarket-copy-trading-bots
- nhevers/neuralcfd
- aman179102/trust-aware
- smalltrappax/RaceIdentAI
- 📌 関連記事もチェック
📚 最新研究論文
1. RedSage: A Cybersecurity Generalist LLM
著者: Naufal Suryanto, Muzammal Naseer, Pengfei Li
Cybersecurity operations demand assistant LLMs that support diverse workflows without exposing sensitive data. Existing solutions either rely on proprietary APIs with privacy risks or on open models lacking domain adaptation. To bridge this gap, we curate 11.8B tokens of cybersecurity-focused contin…
2. Discovering Hidden Gems in Model Repositories
著者: Jonathan Kahana, Eliahu Horwitz, Yedid Hoshen
Public repositories host millions of fine-tuned models, yet community usage remains disproportionately concentrated on a small number of foundation checkpoints. We investigate whether this concentration reflects efficient market selection or if superior models are systematically overlooked. Through …
3. Hybrid Linear Attention Done Right: Efficient Distillation and Effective Architectures for Extremely Long Contexts
著者: Yingfa Chen, Zhen Leng Thai, Zihan Zhou
Hybrid Transformer architectures, which combine softmax attention blocks and recurrent neural networks (RNNs), have shown a desirable performance-throughput tradeoff for long-context modeling, but their adoption and studies are hindered by the prohibitive cost of large-scale pre-training from scratc…
💻 注目のGitHubプロジェクト
1. pentoai/ml-ralph
Autonomous ML agent for running experiments using Claude or Codex.
⭐ 18 stars | 🔀 1 forks
2. sircatavax/polymarket-copy-trading-bots
This repository is inspired by community implementations of Polymarket copy-trading and automated bots that monitor and mirror top market players in real time. Such projects typically include monitoring, scaling based on wallet size, and execution logic to replicate successful strategies.
⭐ 14 stars | 🔀 8 forks
4. aman179102/trust-aware
A trust-aware, human-in-the-loop AI decision system that knows when not to trust model confidence.
⭐ 5 stars | 🔀 2 forks
5. smalltrappax/RaceIdentAI
Robust ethnicity classification pipeline using Face Segmentation (BiSeNet) & EfficientNet-B4. Features a memory-optimized Telegram Bot demo.
⭐ 4 stars | 🔀 0 forks
📚 あわせて読みたい
コメント