📄 Paper Explainer

Recent cs.AI Papers from arXiv

• arXiv:2601.05991
  Open-Vocabulary 3D Instruction Ambiguity Detection
  Jiayu Ding, Haoran Tang, Ge Li
  Artificial Intelligence (cs.AI)
• arXiv:2601.05899
  TowerMind: A Tower Defence Game Learning Environment and Benchmark for LLM as Agents
  Dawei Wang, Chengming Zhou, Di Zhao, et al.
  Artificial Intelligence (cs.AI)
• arXiv:2601.05890
  StackPlanner: A Centralized Hierarchical Multi-Agent System with Task-Experience Memory Management
  Ruizhe Zhang, Xinke Jiang, Zhibang Yang, et al.
  Artificial Intelligence (cs.AI)
• arXiv:2601.05787
  From Off-Policy to On-Policy: Enhancing GUI Agents via Bi-level Expert-to-Policy Assimilation
  Zezhou Wang, Ziyun Zhang, Xiaoyi Zhang, et al.
  Artificial Intelligence (cs.AI)
• arXiv:2601.05746
  DynaDebate: Breaking Homogeneity in Multi-Agent Debate with Dynamic Path Generation
  Zhenghao Li, Zhi Zheng, Wei Chen, et al.
  Artificial Intelligence (cs.AI)
• arXiv:2601.05739
  PII-VisBench: Evaluating Personally Identifiable Information Safety in Vision Language Models Along a Continuum of Visibility
  G M Shahariar, Zabir Al Nazi, Md Olid Hasan Bhuiyan, et al.
  Artificial Intelligence (cs.AI); Computation and Language (cs.CL); Cryptography and Security (cs.CR); Computer Vision and Pattern Recognition (cs.CV)
• arXiv:2601.05724
  Overcoming Joint Intractability with Lossless Hierarchical Speculative Decoding
  Yuxuan Zhou, Fei Huang, Heng Li, et al.
  Artificial Intelligence (cs.AI)
• arXiv:2601.05705
  Logic-Parametric Neuro-Symbolic NLI: Controlling Logical Formalisms for Verifiable LLM Reasoning
  Ali Farjami, Luca Redondi, Marco Valentino
  Artificial Intelligence (cs.AI); Computation and Language (cs.CL); Logic in Computer Science (cs.LO)
• arXiv:2601.05693
  Circular Reasoning: Understanding Self-Reinforcing Loops in Large Reasoning Models
  Zenghao Duan, Liang Pang, Zihao Wei, et al.
  Artificial Intelligence (cs.AI)
• arXiv:2601.05675
  CHDP: Cooperative Hybrid Diffusion Policies for Reinforcement Learning in Parameterized Action Space
  Bingyi Liu, Jinbo He, Haiyong Shi, et al.
  Artificial Intelligence (cs.AI)
• arXiv:2601.05656
  HAG: Hierarchical Demographic Tree-based Agent Generation for Topic-Adaptive Simulation
  Rongxin Chen, Tianyu Wu, Bingbing Xu, et al.
  Artificial Intelligence (cs.AI)
• arXiv:2601.05637
  GenCtrl -- A Formal Controllability Toolkit for Generative Models
  Emily Cheng, Carmen Amo Alonso, Federico Danieli, et al.
  Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Systems and Control (eess.SY)
• arXiv:2601.05629
  Cumulative Path-Level Semantic Reasoning for Inductive Knowledge Graph Completion
  Jiapu Wang, Xinghe Cheng, Zezheng Wu, et al.
  Artificial Intelligence (cs.AI)
• arXiv:2601.05590
  A Causal Information-Flow Framework for Unbiased Learning-to-Rank
  Haoming Gong, Qingyao Ai, Zhihao Tao, et al.
  Artificial Intelligence (cs.AI)
• arXiv:2601.05578
  Reinforcement Learning of Large Language Models for Interpretable Credit Card Fraud Detection
  Cooper Lin, Yanting Zhang, Maohao Ran, et al.
  Artificial Intelligence (cs.AI); Computational Engineering, Finance, and Science (cs.CE)
• arXiv:2601.05570
  Crisis-Bench: Benchmarking Strategic Ambiguity and Reputation Management in Large Language Models
  Cooper Lin, Maohao Ran, Yanting Zhang, et al.
  Artificial Intelligence (cs.AI); Multiagent Systems (cs.MA)
• arXiv:2601.05567
  WildSci: Advancing Scientific Reasoning from In-the-Wild Literature
  Tengxiao Liu, Deepak Nathani, Zekun Li, et al.
  Artificial Intelligence (cs.AI); Computation and Language (cs.CL)
• arXiv:2601.05529
  Safety Not Found (404): Hidden Risks of LLM-Based Robotics Decision Making
  Jua Han, Jaeyoon Seo, Jungbin Min, et al.
  Artificial Intelligence (cs.AI); Robotics (cs.RO)
• arXiv:2601.05525
  Explainable AI: Learning from the Learners
  Ricardo Vinuesa, Steven L. Brunton, Gianmarco Mengaldo
  Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Computational Physics (physics.comp-ph); Physics and Society (physics.soc-ph)
• arXiv:2601.05500
  The Evaluation Gap in Medicine, AI and LLMs: Navigating Elusive Ground Truth & Uncertainty via a Probabilistic Paradigm
  Aparna Elangovan, Lei Xu, Mahsa Elyasi, et al.
  Artificial Intelligence (cs.AI)
• arXiv:2601.05483
  MMUEChange: A Generalized LLM Agent Framework for Intelligent Multi-Modal Urban Environment Change Analysis
  Zixuan Xiao, Jun Ma, Siwei Zhang
  Artificial Intelligence (cs.AI)
• arXiv:2601.05465
  PRISMA: Reinforcement Learning Guided Two-Stage Policy Optimization in Multi-Agent Architecture for Open-Domain Multi-Hop Question Answering
  Yu Liu, Wenxiao Zhang, Cong Cao, et al.
  Artificial Intelligence (cs.AI)
• arXiv:2601.05455
  ART: Adaptive Reasoning Trees for Explainable Claim Verification
  Sahil Wadhwa, Himanshu Kumar, Guanqun Yang, et al.
  Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
• arXiv:2601.05386
  On the Effect of Cheating in Chess
  Daniel Keren
  Artificial Intelligence (cs.AI)
• arXiv:2601.05384
  Conformity and Social Impact on AI Agents
  Alessandro Bellina, Giordano De Marzo, David Garcia
  Artificial Intelligence (cs.AI); Computation and Language (cs.CL); Computers and Society (cs.CY)