CLEAT: Learning Value-Guided Clarification for Interactive Agents
Jiatan Huang et al.
#arXiv #cs.AI

Equal-Budget Monte Carlo Tree Search versus Randomized-Restart List Scheduling for DAG Workflows: A Controlled Equal-Budget Computational Study
Yuyu Zhang
#arXiv #cs.AI #cs.DC #cs.LG
A controlled equal-budget study finds MCTS 2.88% worse than randomized-restart list scheduling on DAG workflows at 2048 evaluations, preregistered with locked analysis. The result challenges assumptions that more…
#AIresearch #MCTS #optimization #arxiv
https://arxiv.org/abs/2610.12542
JANUS is a framework for long-horizon autonomous research that uses a co-evolving world model to forecast outcomes and reflect on past experience within a Predict-Verify-Evolve loop, helping research agents…
#AIresearch #AutonomousScience #WorldModels #ArXiv
https://arxiv.org/abs/2610.13194
Sizce yapay zekanın akademik makale yazımında kullanılması bilimsel gelişimi hızlandırıyor mu yoksa yozlaştırıyor mu?
📌 Yapay zeka dünyasını kaçırmamak için bizi takip edin. ⚡ #YapayZeka #ArXiv (3/3)
📌 Accurate but Not Humble: Evaluating Epistemic Humility in LLM Agents under Knowledge Conflict
Kaiser Sun et al.
#arXiv #cs.AI #cs.CL
Memento 3: Model-Based Recursive Self-Improvement through Reflective Rulebooks
Haoyu Zhao et al.
#arXiv #cs.AI #cs.CL #cs.CV #cs.LG
MemTrial: Learning When to Trust Memory in LLM Portfolio Agents
Guanghao Wu, Zhuo Cai, Shoujin Wang
#arXiv #cs.AI
Intervention anchors and scientific verification in synthetic vascular predictive representations
Lingsen You et al.
#arXiv #cs.AI
BridgeGuard: Explicit Safety Drift for Diffusion-based Autonomous Driving
Zhenjun Qiu et al.
#arXiv #cs.AI
MedBenchAgent: Towards Systematic Automation of Medical VLM Benchmark Construction
Yulin Fu (Beijing University of Posts and Telecommunications) et al.
#arXiv #cs.AI
Harness Compilation: Which Decisions Should a Small Vision-Language Model Keep?
Minhao Fan et al.
#arXiv #cs.AI #cs.CV
Verification and Self-Improvement in Agentic AI: Foundations and Limits
Chien-Ping Lu
#arXiv #cs.AI #cs.CC
📌 Accurate but Not Humble: Evaluating Epistemic Humility in LLM Agents under Knowledge Conflict
Kaiser Sun et al.
#arXiv #cs.AI #cs.CL
Memento 3: Model-Based Recursive Self-Improvement through Reflective Rulebooks
Haoyu Zhao et al.
#arXiv #cs.AI #cs.CL #cs.CV #cs.LG
MemTrial: Learning When to Trust Memory in LLM Portfolio Agents
Guanghao Wu, Zhuo Cai, Shoujin Wang
#arXiv #cs.AI
Intervention anchors and scientific verification in synthetic vascular predictive representations
Lingsen You et al.
#arXiv #cs.AI