…Formally, we prove that constraining the learned field to be conservative reduces hypothesis complexity and tightens out-of-distribution generalization bounds. We further characterize the identifiability of recovered rewards and bound how…
…SAAS introduces three key components: (i) a search boundary modeling mechanism, which identifies the search boundary under the evolving policy by contrasting search-disabled and search-enabled rollouts; (ii) a boundary-aware…
…In this work, we move beyond explicit 3D memory and coarse frame-level implicit modeling, and propose a fine-grained, learnable, and scalable memory for consistent world generation. We first identify two…
…AI-generated summary Modern Large Language Models (LLMs) are often criticized for producing repetitive and homogeneous text, despite possessing vast latent vocabularies. While previous research has focused on model knowledge and training…
…Additional controls for public-corpus contamination, paper-identifying phrases, surface features, and human audit quality suggest that this behavior is not explained by a single confounder. Our results indicate that current LLMs…
…We train and evaluate our system on a 10M-snippet subset of the THESTACKV2 dataset , with both verbatim and adapted snippets that emulate realistic identifier renaming. On an in vitro 100k-snippet…
…Diagnosing Semantic Grounding in Action Prediction for VLA Models Published on Jun 1 Submitted by yubin on Jun 2 Zhongguancun Academy Authors: , , , , , , , , , , , Abstract RoboSemanticBench identifies a disconnect between semantic understanding and action…
…AI-generated summary The validity of AI safety evaluations depends on models behaving consistently across controlled and deployment settings. Prior work has identified test-time contextual cues, such as hypothetical scenarios, as…
…First, a wrong-group control with identical orbit size and matched compute is worse than no constraint (joint pairwise CI [+0.79, +3.26] excludes zero, robust across estimators); misaligned constraint is…
…A penny saved, and what not. Though, not all HDMI cables are treated the same. If you’re still using that on you bought at the Staples checkout counter over 10 years…