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CORPGEN advances AI agents for real work
At a glance Today’s AI agent benchmarks test one task at a time, while real workplace productivity requires managing dozens of interdependent tasks at once. To reflect this, we created a setting called Multi-Horizon Task Environments (MHTEs). Under multi-task loads, leading computer-using agents degrade sharply, with completion rates dropping from 16.7% t...

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Media Authenticity Methods in Practice: Capabilities, Limitations, and Directions

Insights from Microsoft’s Media Integrity and Authentication: Status, Directions, and Futures report

It has become increasingly difficult to distinguish fact from fiction when viewing online images and videos. Resilient, trustworthy technologies can help people determine whether the content they are viewing was captured by a camera or microphon...


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Project Silica’s advances in glass storage technology
At a glance Microsoft Research publishes breakthrough in Nature on glass-based data storage that could preserve information for 10,000 years. New technique extends technology from expensive fused silica to ordinary borosilicate glass found in kitchen cookware. Innovations enable faster parallel writing, simplified readers (one camera instead...

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Rethinking imitation learning with Predictive Inverse Dynamics Models
At a glance Imitation learning becomes easier when an AI agent understands why an action is taken. Predictive Inverse Dynamics Models (PIDMs) predict plausible future states, clarifying the direction of behavior during imitation learning. Even imperfect predictions reduce ambiguity, making it clearer which action makes sense in the moment. This make...

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Paza: Introducing automatic speech recognition benchmarks and models for low resource languages
At a glance Microsoft Research releases PazaBench and Paza automatic speech recognition models, advancing speech technology for low resource languages. Human-centered pipeline for low-resource languages: Built for and tested by communities, Paza is an end-to-end, continuous pipeline that elevates historically under-repres...

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