Toward Efficient Agents: Memory, Tool learning, and Planning Paper • 2601.14192 • Published 23 days ago • 54
Multiplex Thinking: Reasoning via Token-wise Branch-and-Merge Paper • 2601.08808 • Published about 1 month ago • 39
The Poisoned Apple Effect: Strategic Manipulation of Mediated Markets via Technology Expansion of AI Agents Paper • 2601.11496 • Published 27 days ago • 47
Beyond Static Tools: Test-Time Tool Evolution for Scientific Reasoning Paper • 2601.07641 • Published Jan 12 • 46
Agent Skills in the Wild: An Empirical Study of Security Vulnerabilities at Scale Paper • 2601.10338 • Published 28 days ago • 5
DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation Paper • 2601.09688 • Published 29 days ago • 126
MemGovern: Enhancing Code Agents through Learning from Governed Human Experiences Paper • 2601.06789 • Published Jan 11 • 78
PaCoRe: Learning to Scale Test-Time Compute with Parallel Coordinated Reasoning Paper • 2601.05593 • Published Jan 9 • 83
GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts Paper • 2601.05110 • Published Jan 8 • 29
Stochastic CHAOS: Why Deterministic Inference Kills, and Distributional Variability Is the Heartbeat of Artifical Cognition Paper • 2601.07239 • Published Jan 12 • 3
Confucius Code Agent: An Open-sourced AI Software Engineer at Industrial Scale Paper • 2512.10398 • Published Dec 11, 2025 • 13
Controlled Self-Evolution for Algorithmic Code Optimization Paper • 2601.07348 • Published Jan 12 • 114
CooperBench: Why Coding Agents Cannot be Your Teammates Yet Paper • 2601.13295 • Published 24 days ago • 3
TimeBill: Time-Budgeted Inference for Large Language Models Paper • 2512.21859 • Published Dec 26, 2025 • 25
Closing the Loop: Universal Repository Representation with RPG-Encoder Paper • 2602.02084 • Published 10 days ago • 82