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40 papers

Submitted from 26 October to 1 November 2026 in All of arXiv, using:

decision model

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  1. Can System-1-Style Decision Models Replace Dedicated Rerankers in RAG? A Systems Evaluation Qiaomu Li, Ying Xie · 26 Oct · cs.LG · uses decision model
  2. TrustJev: Separating Policy Authority from Untrusted Evidence in LLM-Based Decisions Zhiwei Xu, Xuyang Liu, Xiaolin Peng, Weixian Deng et al. · 26 Oct · cs.AI · uses decision model
  3. Decision Model Factory: Building Specialized Sovereign Decision Models Yuma Ichikawa · 26 Oct · cs.AI, cs.SE · uses decision model
  4. Can JEV Support Clinical Trial Criteria Assessment? Mengxian He, Ziyue Gao, Chun Li, Shunyi Zhang et al. · 26 Oct · cs.LG, cs.AI, cs.CL · uses decision model
  5. Retriever-Free Retrieval: Navigating Documents with Decision Models Chao Wan, Paul J\"unger, Beixi Du, Bodong Liu et al. · 26 Oct · cs.AI · uses decision model
  6. MedJev: Evaluating Zero-Shot System-One Decision Making in Medicine Simon A. Lee, Jiahang Sha, Moonseong Jeong, Yunbei Pan et al. · 26 Oct · cs.CL, cs.AI, cs.LG · uses decision model
  7. OmniBrain-0: A Unified Agentic Model for Embodied Intelligence Xiaomi Embodied Intelligence Team: Yuechen Luo, Chong He, Fang Li, Shaoqing Xu et al. · 26 Oct · cs.CL, cs.CV · uses decision model
  8. Confidence Is Not a Promise: A Reference Audit of Typed Decision Models Pedro Carvalho Brom · 26 Oct · cs.LG, stat.ML · uses decision model
  9. Improving JEV Entailment Reranking with Span Readouts and Selective Adaptation Haocheng Mei, Yuchuan Tian, Ye Yuan, Enhua Wu et al. · 26 Oct · cs.CL · uses decision model
  10. Learning to Formalize: Bridging Open-Ended Workloads and Fast Decision Models Chengxuan Pei, Ziyao Wang, Teng Mei, Zhe Li · 27 Oct · cs.AI · uses decision model
  11. Do We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAG Parv Khatri, Harshul Jain, Mehak Kapoor, Tanya Sah · 27 Oct · cs.CL, cs.IR · uses decision model
  12. Decision Models as Judges for Hallucination Detection Haozheng Liu, Zhaoqian Xue, Zhongyin Wang, Junting Mu et al. · 27 Oct · cs.CL · uses decision model
  13. Rare, Relevant, and Still Wrong: How Memory Fails LLM Group Decisions Anouar Imel, Imad Charradi, Abderrahman Sghir, Khalil El Khammar · 27 Oct · cs.AI, cs.CL, cs.MA, cs.SI · uses decision model
  14. DeFT-RAG: Decomposing Multi-Hop Questions into Self-Contained Sub-Questions with Reusable Answers Dingyi Kang, Bingzhe Li · 27 Oct · cs.CL, cs.AI, cs.IR · uses decision model
  15. Predicting What Answer Engines Cite: Open Decision Models, Rerankers and a Distilled 4B Student on Ten Engines under Controlled Retrieval Elisha Bajemon, Andre-Louis Rochet · 28 Oct · cs.IR, cs.AI · uses decision model
  16. DecisionUnlearn-Bench: Unlearning Probabilistic Decisions under Changing Schemas Tiantong Wu, Wei Yang Bryan Lim · 28 Oct · cs.CR, cs.AI · uses decision model
  17. Predict the Reward, Not the World: World Reward Models for ML Agents Yuxiao Lee, Zherui Yang, Fan Liu, Hao Liu · 28 Oct · cs.AI, cs.CL · uses decision model
  18. Benchmarking decision models against generative large language models on medical multiple-choice questions Oscar Freyer, Daniel Glauert, Moritz Hofmann, Max Ostermann et al. · 28 Oct · cs.CL, cs.AI · uses decision model
  19. Think Before You Act: Decision Gate for LLM Agents Iftach Shoham, Yuval David, Offer Akrabi, Erez Bilgory et al. · 28 Oct · cs.AI · uses decision model
  20. SatOps-Decision: Low-Latency Discriminative Decisions for Onboard Satellite Communication Operations Lifan Mei, Yuxuan Li, Jiaxian Tu, Shenghe Xu · 28 Oct · cs.LG, cs.AI, cs.NI · uses decision model
  21. FlipJev: Fast Black-Box Red Teaming Finds Universal Adversarial Suffixes for Typed Decision Models Xiaogeng Liu, Xinyan Wang, Chaowei Xiao · 28 Oct · cs.CR, cs.AI · uses decision model
  22. Lev-3B: A Data Recipe for Compact Probabilistic Log Decision Models Leo Betthauser, Yingqi Liu, Uday Shah, Jishang Wei et al. · 28 Oct · cs.LG, cs.AI · uses decision model
  23. When the Top Answer Decides: Gender Bias in Decision Models Yeb Havinga · 29 Oct · cs.CL, cs.CY · uses decision model
  24. EDU-Jev Training System-One Decision Models for Education Jiazheng Li, Yulan He · 29 Oct · cs.CL · uses decision model
  25. Beyond CLIP: Calibrated (Few-Shot) Defect Detection With System One Decision Models Fadel M. Megahed, Ying-Ju Chen · 30 Oct · cs.CV, cs.AI · uses decision model
  26. Operon-S1: a fast decision controller for long-horizon biomedical agents Genoria AI Team: Yuejie Hou, Yueyuxiao Yang, Weiting Tang, Meng Yang · 30 Oct · cs.AI, cs.LG · uses decision model
  27. DecisionRank: On-Policy Distillation for Decision-Model Rerankers Yanran Wu, Dian Yu, Chongyang Bai, Jieyi Zhang et al. · 30 Oct · cs.CL · uses decision model
  28. Flide: Accelerating Decision Inference with Exact State Forking Bobo Li, Jiajia Song, Hao Fei, Wynne Hsu et al. · 30 Oct · cs.CL · uses decision model
  29. Humanized but Still True? Auditing Facts and Detection in AI-Text Humanizers Ziyuan Wang, Genliang Zhu, Xiaobo Chen · 30 Oct · cs.CL, cs.CR · uses decision model
  30. Do Multimodal Models Decide Consistently on Equivalent Optical Spectra? Ziyuan Wang, Genliang Zhu, Xiaobo Chen · 30 Oct · cs.LG, cs.CL, physics.optics · uses decision model
  31. Swap, Replicate, Read the Mass: A Protocol for Auditing Demographic Bias in System One Decision Models Alejandro Mozo Quesada (1), Sergio G\'alvez Rojas (1), Francisco L\'opez Valverde (1) ((1) Universidad de M\'alaga, Spain) · 31 Oct · cs.AI, cs.CL · uses decision model
  32. To Jev or Not to Jev: When Can System-1 Decision Models Replace LLM Judges? Shreyas Subramanian · 31 Oct · cs.AI · uses decision model
  33. Trail: Accurate Local Smart Home Control Using Decision Models Maleeha Masood, Deepak Vasisht, Indranil Gupta · 31 Oct · cs.AI, cs.LG · uses decision model
  34. Decision-Centric Research: A Calibrated Decision Model and Benchmark for Scientific Agents Shaoning Zeng, Wen Huang, Xinzhong Zhu, Yi Duan et al. · 31 Oct · cs.AI · uses decision model
  35. S1CogBench: What System One Decision Models Can and Cannot Do on Cognitive Experiments Dengzhe Hou, Kazunori D Yamada · 31 Oct · cs.CL, cs.AI, q-bio.NC · uses decision model
  36. IJev: Order-Invariant Decisions via Iterated Cyclic Reordering Youzhi Zhang · 31 Oct · cs.AI · uses decision model
  37. XDecideBench: Evaluating Typed Decision Models and Confidence Policies Across Languages Marek \v{S}uppa, Jaroslav Kop\v{c}an · 1 Nov · cs.CL · uses decision model
  38. DIMWIT: Directly Invoking Models Without Intensive Tuning Saarth Deshpande, Neeraja J. Yadwadkar, Venkat Arun · 1 Nov · cs.PF, cs.AI, cs.CV, cs.DC, cs.OS · uses decision model
  39. Zero-shot evaluation of open vision-language models as System 1 decision models on radiology tasks Bradley J Erickson, Sara Salehi · 1 Nov · cs.CV, cs.AI · uses decision model
  40. Decision Models as Policy Gates for Coding Agents: Explicit Policy Boundaries Improve Detection and Reduce False Alarms James P. Beno · 1 Nov · cs.CL, cs.CR, cs.SE · uses decision model