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ai Oct 14 AutoAgent0: An Agentic Runtime for Safe Closed-Loop Driving by Jiageng Liu, Seth Z. Zhao, Zewei Zhou, Alejandro Huerta, Aidan Bayer-Calvert, Yuxin Bao, Haotian Lin, Robert Spataru, Zijun Cui, Yining Hong, Bolei Zhou, Jiaqi Ma ai Oct 14 AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards by Xin Gao, Yifan Yang, Xin Li, Pan Wang, Yan Li, Muzhao Tian, Mingxi Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Leandros Tassiulas, Rex Ying, Ji Li, Chong Luo ai Oct 14 Visual Tokens on Demand: Visual Budgeting for Scalable and Efficient Multi-Image Reasoning in Multimodal LLMs by Aimon Rahman, Joymallya Chakraborty, Vidit Bansal, Abhishek Dan ai Oct 14 PixelMoE: Scaling Pixel-Space Diffusion with LLM-Style Mixture-of-Experts by Ruixiao Dong, Jianmin Bao, Bozhi Luan, Zijie Meng, Xin Tao, Pengfei Wan, Kun Gai, Li Li, Houqiang Li ai Oct 12 Can Language Models Play the Wikipedia Game? by Alexander Hickey, Joanna Knight, James Bishop ai Oct 12 RATED: Reliability-Aware AI Agent Tool Retrieval via Execution Dynamics by Weiliang Chen, Song Liao ai Oct 12 X-AgentRed: Red-Teaming Personal Agents in Evolving Multi-Service Ecosystems by Yeonsung Jung, Zhiyuan Wang, Zifan Wang, Vítor Albiero, Benjamin Newman, Edoardo Debenedetti, Ivan Evtimov, Ninareh Mehrabi ai Oct 12 Ask Your Advisor: Learning When to Consult Stronger Models in Agentic Systems by Pascal Sowietzki, Steffen Holter, Yannick Metz, Emil Kasper, Raphael Baur, Mennatallah El-Assady ai Oct 12 QTestBench: A Test Framework for Evaluating LLM-Generated Quantum Code by Meriem Terki, Nouhaila Innan, Minghao Shao, Muhammad Kashif, Alberto Marchisio, Muhammad Shafique ai Oct 09 On the estimation and validity of AI time horizons---a statistical look at the METR plot by Drew T. Nguyen, William Fithian