ParaTempo: Efficient Parallel Reasoning via Temporal Confidence Paper • 2608.16425 • Published Aug 17 • 40
EarlyEval: Cheaper Agent Evaluation via Early Outcome Prediction Paper • 2609.02783 • Published 17 days ago • 61
SWE-Bench ProMax: Benchmarking Agents on Large-Scale Multilingual Code Refactoring Paper • 2608.09802 • Published Aug 10 • 83
Second Thought: Reasoning in Parallel as LLM Agents Act and Observe Paper • 2608.13667 • Published Aug 13 • 17
SkillForge: Self-Distilling Agents for Project-Specific Issue Resolution Paper • 2608.18933 • Published about 1 month ago • 13
Know Before Fix: QA-Driven Repository Knowledge Acquisition for Software Issue Resolution Paper • 2607.11111 • Published Jul 13 • 16
Dockerless: Environment-Free Program Verifier for Coding Agents Paper • 2606.28436 • Published Jun 26 • 86
FastContext: Training Efficient Repository Explorer for Coding Agents Paper • 2606.14066 • Published Jun 12 • 96
SWE-Explore: Benchmarking How Coding Agents Explore Repositories Paper • 2606.07297 • Published Jun 5 • 124
Modality Gap-Driven Subspace Alignment Training Paradigm For Multimodal Large Language Models Paper • 2602.07026 • Published Feb 2 • 141
Spider-Sense: Intrinsic Risk Sensing for Efficient Agent Defense with Hierarchical Adaptive Screening Paper • 2602.05386 • Published Feb 5 • 52
Idea2Story: An Automated Pipeline for Transforming Research Concepts into Complete Scientific Narratives Paper • 2601.20833 • Published Jan 28 • 135
SWE-Pruner: Self-Adaptive Context Pruning for Coding Agents Paper • 2601.16746 • Published Jan 23 • 74
Controlled Self-Evolution for Algorithmic Code Optimization Paper • 2601.07348 • Published Jan 12 • 79
KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions Paper • 2601.04745 • Published Jan 8 • 42
MemGovern: Enhancing Code Agents through Learning from Governed Human Experiences Paper • 2601.06789 • Published Jan 11 • 65
Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning Paper • 2601.06943 • Published Jan 11 • 196