Anomaly-OV:讓 AI 不只「看到」異常,更能「解釋」為什麼
這份研究由 Johns Hopkins University 與 Honda Research Institute USA 的研究團隊發佈於 CVPR’25 上。針對多模態大型語言模型(MLLMs)在零樣本異常檢測與推理上的不足,提出了名為 Anomaly-OneVision 的專用視覺助理模型及 ...
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AI Engineer ∙ Researcher ∙ Open Source Contributor
Bridging Academia and Industry through AI-Powered Data Solutions.
AI Engineering Intern at Taiwan Mobile and Master's student in Information Management at National Central University.
Specialized in NLP, Deep Learning, and Traditional Chinese AI models, awarded TANet Best Paper and GenAI Stars.
Passionate about transforming academic research into practical business solutions and advancing Taiwan's AI open-source ecosystem.
BERT-based classifier for Traditional Chinese variants (Taiwan vs Mainland). Achieves 87.71% accuracy with long-text support, Focal Loss, and MC Dropout voting.
Established the 'Formosa Vision Dialogue Corpus' using images from National Cultural Memory Bank 2.0 to enhance VLM's understanding of Taiwan's landmarks, history, and culture.
A resume matching system balancing performance and fairness, combining LoRA fine-tuning, adversarial debiasing, and XAI for transparent decision-making.
A Chinese SMS classification system based on multi-stage clustering and contrastive learning, using SimCSE-style methods to fine-tune Sentence Encoder.
這份研究由 Johns Hopkins University 與 Honda Research Institute USA 的研究團隊發佈於 CVPR’25 上。針對多模態大型語言模型(MLLMs)在零樣本異常檢測與推理上的不足,提出了名為 Anomaly-OneVision 的專用視覺助理模型及 ...
全球數據中心的電力需求正以前所未有的速度爆炸 ,美國能源部估計 2028 年可能到 325–580 TWh。而 AI 訓練與推論正是這股浪潮的核心驅動力。然而,傳統電力基礎設施早已面臨瓶頸。此時美國最大核電運營商的 Constellation Energy,以及其 2026 年初剛吞併 Calpin...
從零開始上手 Everything Claude Code!這套 GitHub 近 2 萬星的配置庫,由 Anthropic 黑客松冠軍開源,包含 Agents、Skills、Hooks 等完整工具鏈。本文提供詳細安裝步驟、第一個工作流實作、8 個常見錯誤排查,適合 Claude Code 新手與想...
Predicted customer churn using millions of records, responsible for data mining, cleaning, and model building.
Paper: Multi-Agent Stock Trading System. Used 17M TSMC trade records, achieving 4.63% geometric mean monthly return.
Project: AI Trip Planner. Selected from 3000+ teams to top 100, exhibited at TIE Taiwan Innovation Expo.