https://xuquant.com/en/tags/paper-reading/Recent content in Paper-Reading on Xu'Bloghttps://xuquant.com/og-default.pnghttps://xuquant.com/og-default.pngHugo -- 0.152.2enSat, 22 Nov 2025 10:00:00 +0800https://xuquant.com/en/posts/foundation-models/coral-autonomous-multi-agent-evolution/Sat, 22 Nov 2025 10:00:00 +0800https://xuquant.com/en/posts/foundation-models/coral-autonomous-multi-agent-evolution/How delegating evolutionary search decisions to autonomous agents—rather than relying on fixed heuristics—enables faster convergence and stronger results across mathematical and systems optimization tasks.https://xuquant.com/en/posts/foundation-models/inspatio-world-4d-simulator/Sat, 25 Oct 2025 10:00:00 +0800https://xuquant.com/en/posts/foundation-models/inspatio-world-4d-simulator/A deep technical analysis of InSpatio-World: a 1.3B-parameter real-time 4D world simulator that combines implicit spatiotemporal caching with explicit geometric constraints, achieving 24 FPS novel-view synthesis from monocular video.https://xuquant.com/en/posts/autonomous-driving/nvidia_vla/Sat, 30 Aug 2025 10:00:00 +0800https://xuquant.com/en/posts/autonomous-driving/nvidia_vla/Technical deep-dive into Nvidia's Alpamayo VLA system for autonomous driving, built on the Cosmos-Reason VLM backbone, covering tri-plane vision encoding, ego-shortcut avoidance, Cause-of-Change dataset paradigm, and reasoning-action alignment via reinforcement learning.