After each batch, an optimizer proposes an update from scored trajectories. Instead of relying on a fixed validation set, the update is tested on new and past cases and kept only if it helps on new ...
Join the discussion on this paper page Beyond Spatio-Temporal Priors: A Generalizable Approach for Dense Correspondence Matching ...
Join the discussion on this paper page Remory appends learned soft memory tokens to a compacted summary. On Qwen3.8-27B and GLM-5.3-Flash, it improves long-horizon benchmark performance while reducing ...
Join the discussion on this paper page TestPrism: Rethinking Test Evaluation Beyond a Single Reference ...
Join the discussion on this paper page SuperNav: An Agentic Navigation System for Any Task in Any Scene ...
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Join the discussion on this paper page DSReg: Provably Recovering Individual World Latents without Reconstruction ...
Join the discussion on this paper page Simulated users offer a scalable alternative to costly human feedback, but they must both resemble real user behavior and provide useful learning experiences for ...
Multi-teacher on-policy distillation (MOPD) is used in two settings. In common-domain composition, several teachers score ...
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Join the discussion on this paper page SWE-Game: Can Coding Agents Build the Games We Want?
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