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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Tianze Zhou

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Jul 2026

Hierarchical Denoising For Multi-Step Visual Reasoning

This work proposes HDR (Hierarchical Denoising for Visual Reasoning), a unified framework that integrates hierarchical latents into causal video generation for multi-step reasoning and introduces a level-stratified multi-step video reasoning benchmark with out-of-distribution cases.

Ze-Zhong Qian, Xiao-Wei Chi, Chak-Wing Mak et al. · 1 citation

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