…Generated by Qwen/Qwen2.5-Coder-32B-Instruct System prompt optimization improves agent behavior without modifying the underlying model, yielding human-readable, model-agnostic instructions. Existing methods build a prompt agent that…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Large Language Models (LLMs) have demonstrated strong performance on general tasks, while often struggling to adapt to specialized domains without high-quality domain-specific…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Expert writing feedback from experienced researchers is critical for early-career scholars to improve their manuscripts, yet high-quality feedback often remains scarce because…
…Zirui Wang , Junwei Yu , , , , Abstract Stateful visual encoders condition visual representations on prior features, improving visual comparison tasks in vision-language models. Generated by Qwen/Qwen2.5-Coder-32B-Instruct Vision-language…
…single images as editable Blender programs through progressive refinement, demonstrating improved fidelity through staged reconstruction approaches. Generated by Qwen/Qwen2.5-Coder-32B-Instruct Inverse graphics is a longstanding and highly underconstrained…
…Jingjie Ning , , , , Abstract Auto research operates as an empirical loop where agents iteratively refine code based on evaluation feedback, achieving improved performance across multiple tasks without human intervention. AI-generated summary We…
…Across different MAS topologies, PACT consistently improves the performance-cost trade-off, achieving comparable or stronger task performance with substantially fewer tokens. The gains extend to production coding harnesses: PACT lifts OpenHands…
…Self-Evolving Reasoning RL via Verifiable Environment Synthesis Published on May 14 Submitted by taesiri on May 15 Authors: , , , , , Abstract Self-improving language models construct environments for training rather than generating data…
…We further design PrediMem, a dual-system VLA in which a high-level VLM planner manages a memory bank with recent and keyframe buffers and uses a predictive coding head to improve…
…Empirically, SDPG improves stability and performance over RLVR and self-distillation baselines. The code is available at https://github.com/lauyikfung/SDPG. View arXiv page View PDF Project page GitHub 40 Add…
