…To ensure training correctness and system efficiency, RoundPipe integrates a priority-aware transfer scheduling engine, a fine-grained distributed event-based synchronization protocol, and an automated layer partitioning algorithm. Evaluations on an…
…Extensive experiments on ALFWorld, WebShop, and SWE-bench-Verified with models ranging from 1.5B to 32B demonstrate that AEM consistently improves strong RL baselines, including a +1.4\% gain when integrated…
…To mitigate the potential loss of latent evidence in this memorize-while-reading paradigm, recent works have integrated retrieval modules that allow agents to recall information previously discarded during memory overwriting . However…
…By integrating Diffusion Posterior Sampling (DPS) with temporal Sampling-Aware Test-Time Adaptation (TTA), we show that the dataset allows synthetic models to align with real-world statistics on-the-fly, transforming…
…OceanCorpus , a unified collection integrating sonar data , underwater imagery , marine science visuals , and scientific text from diverse authoritative sources; OceanInstruction , a high-quality instruction dataset synthesized via a novel pipeline guided by…
…Youssef Aboelwafa , , Abstract A multi-modal deep learning framework enhances low-light images by integrating depth cues, luminance priors, and semantic features through cross-attention fusion and adaptive gating mechanisms. AI-generated…
…Our approach integrates three key components: (i) a large-scale dataset of over 100K photorealistic simulation videos where friction, restitution, deformation, and force are systematically varied across diverse scenarios; (ii) physics-supervised…
…Face integration. One thing that could be explored more is how image generation tools perform under collaborative or production-level use. Some companies, like OpenForge.com , have already built AI-based art…
…AI-generated summary Computer-use agents provide a promising path toward general software automation because they can interact directly with arbitrary graphical user interfaces instead of relying on brittle, application-specific integrations…
…can we achieve Transformer-level sequence global modeling entirely through dynamic parameterization while maintaining linear complexity , effectively replacing explicit attention? To explore this, we design various dynamic parameter prediction strategies and integrate…