…Yuqing Wang , , , , , , , , Fuyun Wang , Shuai Wang , , , Abstract Representation Forcing enables unified multimodal models to perform both perception and generation tasks end-to-end without relying on external latent spaces, matching state-of…
…that trains language models on open-ended tasks through policy co-evolution, achieving superior performance on both targeted and held-out benchmarks without external supervision. Generated by Qwen/Qwen2.5-Coder-32B…
…Importantly, RayDer keeps static-scene NVS as its target task: dynamic content is leveraged purely as scalable supervision, not reconstructed as in dynamic-scene (4D) NVS. Across multiple model sizes and orders…
…variables and empirical relations, achieving improved performance through staged pipeline approaches. Generated by Qwen/Qwen2.5-Coder-32B-Instruct Existing scientific relation extraction benchmarks mainly target domains such as computer science, where…
…However, training such agents is currently bottlenecked by a reliance on scraped external repositories, which limits domain diversity, environment controllability, and the targeting of specific capability deficits. We introduce LiteCoder-Terminal-Gen…
…We develop a human-in-the-loop , skill-oriented example generation pipeline that targets progressively deeper video reasoning capabilities while ensuring the difficulty, diversity, and reliability of both the examples and their…
…target your intended language. Well done! Just sharing PangolinGuard , a fine-tuned model from ModernBERT-large aimed at implementing AI guardrails. Despite its small size, the model closely approximates the performance of…
…The editor sees its target failure modes during training instead of chasing a generic uncertainty signal at decode time. the shared-prefix KV caching paired with Alternating Step Decode in the reflective…
…By systematically decorrelating provability from spurious features and enforcing algorithmic alignment , we find that in sufficiently deep models with a bidirectional prefix mask , implicit reasoning approaches explicit CoT performance across graph topologies…
…Leveraging Diffusion-Based Multi-Robot Planning (2026) Alternating Target-Path Planning for Scalable Multi-Agent Coordination (2026) Please give a thumbs up to this comment if you found it helpful! If you…