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#diffusion-transformer

3 articles

01 ·Agents·★ MEMBER·PAPER·12 min read Paper Walkthrough: ZimaBlue — Turning 120,000 Hours of Egocentric Video into Robot Skill A ground-up walkthrough of the World Action Model that converts 120,000 hours of action-free egocentric video into robot control: a three-stage curriculum, a 100-D unified action interface, and an asynchronous Slow-Fast pair that takes zero-shot success from 36.1% to 77.8% at a 33 ms control loop. 02 ·★ MEMBER·PAPER·14 min read Paper Walkthrough: DreamX-Creator — Making Sound and Picture Together in 7B, Then Finishing at 2K in One Step A ground-up walkthrough of a 7B model that denoises audio and video inside one generative process: the gated cross-modal attention, the modality-aware reinforcement learning, the one-step 2K refiner — and the unusually heavy caveats the authors put on their own results. 03 ·★ MEMBER·PAPER·13 min read Paper Walkthrough: GameWAM — Generating the Next Frame and the Next Keystroke Together A ground-up walkthrough of the first World–Action Model for native closed-loop game and GUI control: how it plans 16 actions but commits only 8, and how low-frequency noise in the sampled action source quietly spins the camera.