Skip to content
Only Opinion#Research
Oct 31Sat
  1. 机器人产业应用 · 微信公众号58

    Representation, VLA, and World Models Struggle to Converge: Is a Unified Interface the Next Inflection Point for Robot Foundation Models?

    The article discusses the review paper "Toward Unified Robot Learning: Bridging Representation, Vision-Language-Action, and World Models," published on September 3, 2026 by institutions including Fujitsu and Carnegie Mellon University, and examines the integration challenges arising from the independent development of three research lines: representation learning, VLA, and world models.

Oct 24Sat
  1. 3D视觉工坊 · 微信公众号42

    After feedforward reconstruction becomes 1,200 times faster, is BA still necessary in dynamic 4D reconstruction?

    StreamSplat at ICLR 2026 achieves purely feedforward, online generation of dynamic 3DGS directly from uncalibrated video streams, at 1,200 times the speed of optimization-based methods. But MoRe at CVPR 2026 actively embeds a BA-like refinement module in its purely feedforward pipeline; removing it raises Sintel ATE from 0.147 to 0.155. BA-Track, an ICCV 2025 Oral, uses a 3D point tracker to decompose camera and object motion, adapting classic BA to dynamic scenes.

Sep 30Wed
Aug 17Mon
Jun 15Mon
  1. 石麻笔记 · 微信公众号67

    In Conversation with Jianyuan Wang, First Author of VGGT: The Future of 3D Reconstruction Foundation Models and Robotic Spatial Perception

    This article is an interview with Dr. Jianyuan Wang, first author of VGGT, which won the CVPR 2025 Best Paper Award, and of VGGT-Ω, a CVPR 2026 Best Paper finalist. He is currently pursuing a PhD through a joint program between the Oxford Visual Geometry Group and Meta AI.