Verifiable Rewards Improve Native Visual Reasoning Training
A 300-task procedural suite replaces preference-only judging with task-specific scorers, raising matched reinforcement-learning performance from 0.509 to 0.548.
Sep 4, 20264 min2608.26105
Computer Vision
cs.CVImage processing, computer vision, pattern recognition, and scene understanding.
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Million-Clip Dataset Tests Video Reasoning Beyond Visual Quality
VBVR pairs 200 curated reasoning tasks with rule-based, human-aligned evaluation to study whether video models generalize across spatiotemporal reasoning problems.
Aug 30, 20264 min2602.20159
SkillNet Cuts Agent Steps Through Reusable Skills
An ontology, evaluation scheme, and 600,000-skill repository let agents retrieve and compose prior procedures, reporting 40% higher rewards with 30% fewer steps.
Aug 23, 20264 min2603.04448
FilmBench Reveals Cinematic Gaps in Video Generators
A director-designed taxonomy and evaluation agent track human model rankings at Spearman ρ=0.95–0.96 while exposing multi-shot and dynamic-aesthetics failures.
Aug 3, 20264 min2607.24241
Open Image Model Narrows Gap Under Tight Compute
Boogu-Image-0.1 combines a stronger multimodal encoder, agentic prompt rewriting, and curated data to train competitive generation and editing models for about $400K.
Jul 29, 20265 min2607.13125 Code available
Open Egocentric Data Lowers Barriers for Robot Learning
Smartphone capture and a modular processing toolchain turn 2,000 hours of human manipulation video into structured supervision for embodied models.
Jul 29, 20265 min2607.14183
ABot-World-0 Runs Interactive Worlds on One Desktop GPU
Progressive causal distillation and a co-designed streaming stack produce 720P rollouts at up to 16 FPS on an RTX 5090.
Jul 28, 20265 min2607.19191
Orca Unifies World Modeling Across Text, Vision, and Action
Next-State-Prediction trains a shared latent space from video, events, and VQA data, improving balanced downstream readouts with a frozen backbone.
Jul 28, 20265 min2606.30534
Unified 3D Pipeline Turns Mixed Inputs Into Explorable Worlds
ABot-3DWorld 0 maps text, images, multi-view photos, and video into a shared Spatial Generative Primitive before generating panoramic exploration paths and reconstructing 3D Gaussian Splatting worlds.
Jul 28, 20264 min2607.11673
Slow-Fast Navigation Model Improves Urban POI Arrival
Explicit reasoning and pixel-goal anchors decouple cognition from control, raising POI arrival to 77.3% with a reported 35.0% gain.
Jul 28, 20264 min2607.10383