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…A Framework for Evaluating Coding Agents on Sequential Software Evolution (2026) An Agentic Evaluation Framework for AI-Generated Scientific Code in PETSc (2026) Vision2Web: A Hierarchical Benchmark for Visual Website Development with…
…We present DR-MV3D ( Dense Reward for MV3D-VQA ), a map-grounded learning framework that provides dense, verifiable rewards to supervise the reasoning process. Our approach decomposes MV3D-VQA into (i) allocentric…
…This technical report presents DuMate-DeepResearch, a multi-agent DR framework built on the Qianfan Agent Foundry . The framework decouples the Agent Core , which handles task understanding, planning, and scheduling, from an…
…A Joint Tool-Prompt Reflective Optimization Framework for Language Agents (2026) Adaptive Prompt Structure Factorization: A Framework for Self-Discovering and Optimizing Compositional Prompt Programs (2026) CROP: Token-Efficient Reasoning in Large…
…To ensure evaluation integrity, this framework is secured by multi-layer defenses against reward hacking . Leveraging this framework, we demonstrate that meta-agent s rarely match human-engineered baseline policies, and the…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct In this paper, we propose EEVEE, the first multi-dataset test-time prompt learning framework for LLM agents , enabling test-time prompt learning under…
…Self-Evolving Reinforcement Learning for Instruction Following Published on May 8 Submitted by rain on May 12 Fudan University Authors: , , , , , , , , , Abstract A self-evolving reinforcement learning framework enhances large language model instruction…
…Fan Zhang , , , , , Jinyang Wu , Donghao Zhou , , , , Abstract An omnimodal agent orchestration framework is presented that enables efficient collaboration across multiple modalities through unified task decomposition and specialized sub-agent execution, achieving superior…
…A Scalable Framework for Building Effective Claw Agents (2026) Aligning Progress and Feasibility: A Neuro-Symbolic Dual Memory Framework for Long-Horizon LLM Agents (2026) Experiential Reflective Learning for Self-Improving LLM…
Papers arxiv:2606.16767 Text-Vision Co-Instructed Image Editing Published on Jun 15 Submitted by PolyU_VCLab on Jun 17 VCLab Authors: , , , Abstract A unified text-visual image editing framework is…