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…In this paper, we present 4DThinker, the first framework that enables VLMs to "think with 4D" through dynamic latent mental imagery, i.e., internally simulating how scenes evolve within the continuous hidden…
…Liangqi Yuan , , , Abstract PAAC is a privacy-aware agentic framework that aligns planner-executor decomposition with device-cloud boundaries, using typed placeholder tokens and deterministic registries to enhance privacy while maintaining accuracy…
…We also propose a multi-metric evaluation framework that extends beyond spatial overlap to include probabilistic calibration and VI assessment. Evaluation of six state-of-the-art methods shows that strong global…
…Xiaoyu Yang , , , Abstract A novel framework called Autonomous Preference Optimization (APO) is proposed to address reasoning alignment challenges in multi-modal large language models under concept drift conditions, achieving improved robustness and…
…We introduce the Real-time Autoregressive Video Extrapolation Network (RAVEN), a training-time test framework that repacks each self rollout into an interleaved sequence of clean historical endpoints and noisy denoising states…
…AI-generated summary Integrating molecular, morphological, and clinical data is essential for basic and translational biomedical research, yet systematic frameworks for jointly modeling these modalities remain limited. Here we present Haiku, a…
…PlantMarkerBench provides a challenging and reproducible evaluation framework for literature-grounded biological evidence attribution and supports future research on trustworthy scientific information extraction and AI-assisted plant biology. View arXiv page View…
…Therefore, we propose SplatWeaver, a generalizable novel view synthesis framework that is able to dynamically allocate Gaussian primitives over different regions in a feed-forward manner. Specifically, SplatWeaver introduces cardinality Gaussian experts…
…Boxuan Zhang , , , , Abstract AgentForesight is a framework that enables real-time error detection in multi-agent systems by identifying decisive failures during trajectory execution rather than after completion. AI-generated summary LLM…
…Driven by this insight, we introduced Stream-T1, a pioneering comprehensive TTS framework exclusively tailored for streaming video generation . Specifically, Stream-T1 is composed of three units: (1) Stream -Scaled Noise Propagation…