编者按：面对信息密集、时长数小时的长视频内容，即便是当下最强大的大语言模型（LLMs）与视觉语言模型（VLMs）也难以轻松应对。为此，微软亚洲研究院提出了 Deep Video Discovery（DVD）智能体，通过推理驱动与工具协同，探索更高效、更智能的视频理解。在多个挑战性基准测试中，DVD 展现出领先的性能，进一步推动长视频理解迈向“可用”、“可控”的智能时代。 近年来，大语言模型（LLM...
Lack of children in public medical imaging data points to growing age bias in biomedical AI
Alex Lu, Stan Hua (opens in new tab), Lauren Erdman (opens in new tab) Artificial intelligence (AI) is transforming healthcare with applications from interpreting electronic healthcare records (opens in new tab) to detecting cancer from medical images. We ask: are…
ICML上新 | 让大模型更“聪明”、更安全、更高效
编者按：欢迎阅读“科研上新”栏目！“科研上新”汇聚了微软亚洲研究院最新的创新成果与科研动态。在这里，你可以快速浏览研究院的亮点资讯，保持对前沿领域的敏锐嗅觉。 7月13日至7月19日，人工智能、机器学习领域全球顶级的学术盛会之一 ICML 在温哥华举办。来自微软亚洲研究院的多篇论文入选。上一期“ICML 上新”精选介绍了与决策模型相关的研究工作，内容涵盖强化学习、RLHF、扩散建模等方向。本期将聚...
CollabLLM: Teaching LLMs to collaborate with users
| Shirley Wu, Michel Galley, Baolin Peng, Swadheen Shukla, and Jianfeng Gao
Recipient of an ICML 2025 Outstanding Paper Award, CollabLLM improves how LLMs collaborate with users, including knowing when to ask questions and how to adapt tone and communication style to different situations. This approach helps move AI toward more user-centric…
In the news | Microsoft Blog
Announcing Microsoft Elevate and AI Economy Institute
Announcing Microsoft Elevate and the AI Economy Institute—to ensure that as AI transforms our world, we’re putting people first by equipping them with the skills, knowledge, and tools to thrive with AI.
In the news | LinkedIn Article
Improving breast cancer screening with AI
At Microsoft’s AI for Good Lab, we’ve been working with partners at the University of Washington, the Fred Hutchinson Cancer Center, and other institutions to explore whether artificial intelligence can help bring greater clarity, accuracy, and trust to breast cancer…
As large language models (LLMs) continue to improve at writing code, a key challenge has emerged: enabling them to generate complex, high-quality training data that actually reflects real-world programming. Currently, most data synthesis methods rely on simple code snippets as…
AI Testing and Evaluation: Learnings from cybersecurity
| Kathleen Sullivan, Ciaran Martin, and Tori Westerhoff
Drawing on his previous work as the UK’s cybersecurity chief, Professor Ciaran Martin explores differentiated standards and public-private partnerships in cybersecurity, and Microsoft’s Tori Westerhoff examines the insights through an AI red-teaming lens.
ICML上新 | 探索智能生成与决策优化新路径
编者按：欢迎阅读“科研上新”栏目！“科研上新”汇聚了微软亚洲研究院最新的创新成果与科研动态。在这里，你可以快速浏览研究院的亮点资讯，保持对前沿领域的敏锐嗅觉。 7月13日至7月19日，人工智能、机器学习领域全球顶级的学术盛会之一 ICML 将在温哥华举办。来自微软亚洲研究院的多篇论文入选。在接下来的几天里，我们将通过两期“科研上新”为大家带来多篇研究院入选 ICML 2025 的精选论文解读。第一...