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Machine Heart
Machine Heart
Mar 30, 2026 · Artificial Intelligence

Proactive Interaction for Video Multimodal Models: MMDuet2 & ProactiveVideoQA

This article surveys the ICLR 2026 papers ProactiveVideoQA and MMDuet2, detailing how video multimodal large models can decide when to reply autonomously, the PAUC benchmark for evaluating timeliness and accuracy, a reinforcement‑learning training pipeline that requires no precise timestamps, and experimental findings on data construction, frame‑sampling density, and SOTA performance.

MMDuet2PAUCbenchmark
0 likes · 17 min read
Proactive Interaction for Video Multimodal Models: MMDuet2 & ProactiveVideoQA
Alibaba Terminal Technology
Alibaba Terminal Technology
Oct 30, 2020 · Frontend Development

Why “Happy Work” Is the Core Assumption Behind Ant Design 4.0

In this talk, Lin Wai, senior experience design expert at Ant Group, explains how Ant Design 4.0 is built on the fundamental assumption that every person seeks happy work, explores the challenges of mismatched skill‑challenge balance in the digital age, and introduces the ETCG 2.0 methodology that makes design more natural, certain, and growth‑oriented.

Ant DesignFrontenddesign methodology
0 likes · 16 min read
Why “Happy Work” Is the Core Assumption Behind Ant Design 4.0