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Framework is a company that produces modular laptops designed so users can replace components like the motherboard, display, and keyboard.
…Co-Evolving Skills, Memory, and Policy for Personalized Research Automation Published on May 11 Submitted by taesiri on May 12 Authors: , , , , , , , , Siyuan Li , , , , , , Cheng Tan Abstract NanoResearch is a multi-agent framework…
…We present FlashEvolve, an efficient framework that replaces synchronized execution with asynchronous workers and queues, allowing different stages and steps to overlap. To handle data staleness introduced by asynchrony, FlashEvolve tracks artifact…
…To further enhance practicality, we introduce a reinforcement learning framework that enhances length extrapolation capability while dynamically determining the number of rereading passes based on task complexity, thereby flexibly controlling computational overhead…
…By integrating intra-ViT compression into the slice-based encoding framework, we present LLaVA-UHD v4, an efficient and compute-controllable visual encoding scheme tailored for high-resolution inputs . Across a diverse…
…Geometry-Aware Few-Shot Adaptation via Mixed-Curvature Riemannian Flow Matching Published on May 8 Submitted by Salim Khazem on May 14 Talan Authors: , , Abstract A novel Riemannian flow-matching framework for…
…Where It Helps, Where It Hurts, and Why Published on May 11 Submitted by Mohammadreza Armandpour on May 12 Apple Authors: , , , , , , , , Abstract A training-free diagnostic framework analyzes per-token distillation signals…
…Adafactor Preconditioned Low-Rank Adaptation Published on May 9 Submitted by Xin Wen on May 13 Authors: , , Abstract LoRA optimizers are analyzed through a unified framework based on surrogate matrices and preconditioners…
Papers arxiv:2605.15185 Quantitative Video World Model Evaluation for Geometric-Consistency Published on May 14 Submitted by taesiri on May 15 Authors: , , , , Abstract A quantitative framework called PDI-Bench is introduced…
…Revealing The Lucky Pass Problem in SWE-Agent Evaluation Published on May 13 Submitted by taesiri on May 14 Authors: , , , , , , Abstract Software engineering agents are evaluated using a process-level framework that…
…To rigorously diagnose grounding behavior, we propose Calibrated Accuracy (mathrm{Cal)}, which jointly rewards correct grounding and appropriate abstention, incorporating absent-persona queries within a unified evaluation framework. On our dedicated experiments…