… Trained solely on public datasets, ViGeo achieves state-of-the-art performance across online, offline, and long-video depth estimation, surface normal estimation, and video point map estimation. …
… AI-generated summary Agent memory is typically constructed either offline from curated demonstrations or online from post-deployment interactions. …
… The reason is an offline-to-inference mismatch: In SFT, the drafter learns from fixed target-generated trajectories, whereas during speculative decoding it is evaluated on blocks proposed under its own policy. …
… This addresses the prefix mismatch of offline distillation , but early student rollouts can still be poor, placing teacher supervision on weak or low-quality prefixes. …
… However, this offline paradigm introduces a Supervision-Perception Mismatch: the student model is forced to align with fine-grained details beyond its perceptual capacity, learning to guess rather than to see. …
… 2026 When Fairness Metrics Disagree: Evaluating the Reliability of Demographic Fairness Assessment in Machine Learning 2026 Exploring How Fair Model Representations Relate to Fair Recommendations 2026 Can Fairness Be Prompted? …
… The following papers were recommended by the Semantic Scholar API InternVL-U: Democratizing Unified Multimodal Models for Understanding, Reasoning, Generation and Editing 2026 AIM: Intent-Aware Unified world action Modeling with Spatial Value Maps 2026 Unify-Agent: A Unified Multimodal Agent for Wo… …