…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Interactive world models aim to simulate environment dynamics under real-time user actions. However, their action vocabulary is largely confined to navigation: most actions…
…Full-rollout RL proves crucial for coupling drafting and editing: under supervised training alone, inference-time AutoEdit improves PDMS by at most 0.3, whereas RL increases its gain to 1.9…
…George Wu , , Qing Yi , , , , , , , Abstract TMAS is a multi-agent framework for test-time scaling that enhances large language model reasoning through structured collaboration and hierarchical memory systems. AI-generated summary Test…
…Time to rebel 🧑🎓⚡ So far in LLM post-training, on-policy self-distillation pulls the student toward the teacher (the same model, but one that has seen a correct solution). But…
…models have achieved remarkable progress in high-quality video generation, yet turning them into real-time interactive video world models remains challenging. Interactive world models require controllable, causal, and low-latency rollout…
…Real-time Autoregressive Video Extrapolation with Consistency-model GRPO Published on May 14 Submitted by Yanzuo Lu on May 15 MVP Lab Authors: Yanzuo Lu , , Abstract RAVEN enables real-time video generation…
…Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward (2026) FastContext: Training Efficient Repository Explorer for Coding Agents (2026) World Models Meet Language Models: On the Complementarity of Concrete…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Activation steering offers a lightweight approach to control language models ' behavior at inference time , but whether it succeeds or fails heavily depends on the…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Inference-time scaling has emerged as a critical avenue for enhancing Large Language Models ' performance, yet real-world deployment is constrained by strict computational…
…A Lightweight Flow World Model Toward Real-Time Flow-Guided Robotic Manipulation (2026) Long-Term Memory for VLA-based Agents in Open-World Task Execution (2026) Please give a thumbs up to…