Toward Efficient Agents: Memory, Tool learning, and Planning
Paper
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2601.14192
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Published
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54
Agentra Labs
weapons
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Multiplex Thinking: Reasoning via Token-wise Branch-and-Merge
Paper • 2601.08808 • Published • 39 -
The Poisoned Apple Effect: Strategic Manipulation of Mediated Markets via Technology Expansion of AI Agents
Paper • 2601.11496 • Published • 47 -
Beyond Static Tools: Test-Time Tool Evolution for Scientific Reasoning
Paper • 2601.07641 • Published • 46 -
Agent Skills in the Wild: An Empirical Study of Security Vulnerabilities at Scale
Paper • 2601.10338 • Published • 5 -
DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation
Paper • 2601.09688 • Published • 126 -
MemGovern: Enhancing Code Agents through Learning from Governed Human Experiences
Paper • 2601.06789 • Published • 78 -
PaCoRe: Learning to Scale Test-Time Compute with Parallel Coordinated Reasoning
Paper • 2601.05593 • Published • 83 -
GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts
Paper • 2601.05110 • Published • 29 -
Stochastic CHAOS: Why Deterministic Inference Kills, and Distributional Variability Is the Heartbeat of Artifical Cognition
Paper • 2601.07239 • Published • 3 -
Confucius Code Agent: An Open-sourced AI Software Engineer at Industrial Scale
Paper • 2512.10398 • Published • 13 -
Controlled Self-Evolution for Algorithmic Code Optimization
Paper • 2601.07348 • Published • 114 -
Recursive Language Models
Paper • 2512.24601 • Published • 86 -
CooperBench: Why Coding Agents Cannot be Your Teammates Yet
Paper • 2601.13295 • Published • 3 -
TimeBill: Time-Budgeted Inference for Large Language Models
Paper • 2512.21859 • Published • 25 -
Closing the Loop: Universal Repository Representation with RPG-Encoder
Paper • 2602.02084 • Published • 82