Escalation

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7 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

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  1. Evaluating Bounded Autonomy in Regulated Agentic AI: A Diagnostic Harness with Constitutional Rewards, Escalation Labels, and Runtime Governance

    Sep 28, 2026Dipankar SarkarEscalationAI Trustworthiness

    Skelf Research

  2. Laya as a Typed Probabilistic Assessor: An Independent Reproduction and a Preregistered Study of Calibration and Selective Escalation

    Sep 27, 2026Gowthamkumar NandakishoreEscalationPost-Hoc

  3. Human-AI-Powered Hypothesis Testing: Cost-Aware Selective AI Scoring and Sequential Human Escalation

    Sep 24, 2026Dae Woong, Ham, Xuejun Zhao +2Artificial Intelligence EvaluationEscalation

    David · University of Michigan, Ann Arbor, MI 48109, USA · University of North Carolina at Charlotte, Charlotte, NC 28223, USA

  4. Detecting Agitation Before Behavioral Escalation in Autistic Youth Through Multimodal Wearable Sensing

    Sep 21, 2026Nibraas Khan, Abigale Plunk, John Staubitz +8Autism Spectrum DisorderArtificial Intelligence Detection

    Department of Computer Science, Vanderbilt University, Nashville, TN, USA · Department of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, USA · Treatment and Research Institute for Autism Spectrum Disorders (TRIAD), Vanderbilt University Medical Center, Nashville, TN, USA +2

  5. When to Call an LLM: A Confidence-Gated Hybrid for Cost-Effective Emotion Recognition in Conversational AI

    Sep 16, 2026Sai Babu Udayagiri, Arjun Chouhan, Ravisekhar Kanagala +1Conversational Artificial IntelligenceEmotion Recognition

    Five9

  6. The Troy Moment: How LLM Agents Adjudicate the Decision Point Under Impossible Tasks, Claimed Authority, and Peer Information

    Sep 14, 2026Ivy ZhangArtificial Intelligence AgentsEscalation

    Apart Research

  7. Audit Without Verification: When LLM Accountability Layers Relay Rather Than Check

    Sep 7, 2026Paul-Peter ArslanAccountabilityModel Auditing

    Institute For Future Technologies

  8. From Monolithic Blending to Agentic Orchestration: Dynamic Response for Conversational Assistants at Scale

    Sep 4, 2026Cen Mia Zhao, Peng Wang, Chuan Shi +6OrchestrationResponses

    Airbnb, Inc.

  9. Agent-MD: Selective LLM Intervention with Event-Driven Escalation for Stateful GCMC--MD Campaigns

    Aug 7, 2026Yijie Wang, Zhen-Yu Yin, Zhenheng Tang +1Molecular DynamicsBrainagent

    Department of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hong Kong SAR, China · Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong SAR, China · Thrust of Artificial Intelligence, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China

  10. EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents

    Aug 6, 2026Jie Wu, Ming Gong, Feixiang Cheng +1Large Language Model AgentsEscalation

    Atlassian

  11. Defining AI-Native Systems: Autonomy as Revision Authority

    Jul 22, 2026Cheng TanAi-NativeAuthority

    Northeastern University

  12. Harnessing Disagreement: Detecting Correlated Agreement Blindness in Multi-Agent Triage

    Jul 22, 2026Shay Seiya McDonnell, Avantika Singh, Quoc-Viet Pham +2ArbitrationDisagreement

    School of Computer Science & Statistics, Trinity College Dublin, College Green, Dublin 2, Ireland · ADAPT Centre, Trinity College Dublin, College Green, Dublin 2, Ireland · CKDelta, 28/29 Sir John Rogerson’s Quay, Dublin 2, Ireland

  13. CodeRescue: Budget-Calibrated Recovery Routing for Coding Agents

    Jul 21, 2026Qijia He, Jiayi Cheng, Chenqian Le +8Coding AgentsRetrying

    University of Washington · New York University · ByteDance +1

  14. SFGA: A Statistics-First Gating Architecture with Adjudicative Escalation for Trustworthy SFT Data Procurement

    Jul 21, 2026Arther Tian, Alex Ding, Simon Wu +1GatingAlignment-Aware Selection

    DGrid AI

  15. Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG

    Jul 3, 2026Xue Li, Yiming GaiMultimodal Retrieval Augmented GenerationMulti-Modal Data

    Hangzhou International Innovation Institute, Beihang University Hangzhou, China

  16. When Should Service Agents Reconsider? Difficulty-Routed Control in Customer-Service Operations

    Jul 1, 2026Qian Chen, Chengyuan Liu, Xin YuEscalationQueue Control

    †Department of Supply Chain and Information Systems · ‡Department of Statistics The Pennsylvania State University

  17. Expected Gain-based Escalation in Vertical Federated Learning

    Jun 30, 2026Mohamad Mestoukirdi, Vincent CorlayCollaborative FusionEscalation

    Mitsubishi Electric R&D Centre, Rennes, France

  18. BenSyc: Benchmarking Conversational Sycophancy and Human Alignment in LLMs for Bengali Contexts

    Jun 8, 2026Kazi Noshin, Sajib Acharjee Dip, Ranat Das Prangon +4SycophancyLarge Language Model Alignment

    University of Illinois Urbana-Champaign, USA · Virginia Tech, USA · Bangladesh University of Engineering and Technology, Bangladesh +2

  19. Oversight Has a Capacity: Calibrating Agent Guards to a Subjective, Fatiguing Human

    Jun 8, 2026Emre TuranScalable OversightEscalation

    Independent Researcher

  20. AEGIS: A Backup Reflex for Physical AI

    Jun 4, 2026Josef ChenEscalationAgentic Control

    KAIKAKU

  21. THRD: A Training-Free Multi-Turn Defense Framework for Jailbreak Attacks on Large Language Models

    Jun 1, 2026Zhiqing Ma, Zhonghao Xu, Dong Yu +3Large Language Model JailbreaksJailbreak Attacks

    1Beijing Language and Culture University · †Corresponding authors

  22. ChromaFlow: A Negative Ablation Study of Orchestration Overhead in Tool-Augmented Agent Evaluation

    May 13, 2026Tarun MittalAgentic EvaluationsEscalation

    Octave-X

  23. BrainAnytime: Anatomy-Aware Cross-Modal Pretraining for Brain Image Analysis with Arbitrary Modality Availability

    May 13, 2026Guangqian Yang, Tong Ding, Wenlong Hou +4Multimodal NeuroimagingMultimodal Pretraining

    Department of Biomedical Engineering, The Hong Kong Polytechnic University, Hong Kong SAR, China · Department of Technology Management for Innovation, The University of Tokyo, Japan · Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong SAR, China

  24. Harness Engineering as Categorical Architecture

    May 12, 2026Bogdan BanuAgent HarnessAgent2Agent

  25. Is Escalation Worth It? On the Depth of LLM Cascades

    May 7, 2026Dylan BouchardLarge Language Model RoutingEscalation

  26. Reducing Conversational Escalation in Large Language Model Dialogue with Nonviolent Communication Constraints

    May 1, 2026Zhixing Sun, Shenghe Xu, Tao LiMulti-Turn Large Language Model ConversationsEscalation

    Beijing University of Posts and Telecommunications Beijing, China · City University of Hong Kong Hong Kong SAR, China

  27. Modeling Clinical Concern Trajectories in Language Model Agents

    Apr 30, 2026Sukesh Subaharan, Venkatesan VS, Murugadasan P +3EscalationLarge Language Model Agents

    Coimbatore Medical College · Coimbatore, TN · India

  28. Ambient Persuasion in a Deployed AI Agent: Unauthorized Escalation Following Routine Non-Adversarial Content Exposure

    Apr 29, 2026Diego F. Cuadros, Abdoul-Aziz MaigaAgentic DeploymentsEscalation

    Digital Epidemiology Laboratory, Digital Futures, University of Cincinnati, Cincinnati, OH, USA · Center for Humanities and Technology (CHaT), University of Cincinnati, Cincinnati, OH, USA · Norwegian University of Science and Technology, Trondheim, Norway

  29. From Black-Box Confidence to Measurable Trust in Clinical AI: A Framework for Evidence, Supervision, and Staged Autonomy

    Apr 29, 2026Serhii Zabolotnii, Viktoriia Holinko, Olha AntonenkoTrustworthy Artificial IntelligenceAI Trustworthiness

    Cherkasy State Business College, Cherkasy, Ukraine · healthPrecision, New York, NY, USA

  30. AI Safety Training Can be Clinically Harmful

    Apr 25, 2026Suhas BN, Andrew M. Sherrill, Rosa I. Arriaga +2Artificial Intelligence SafetyMental Health

    College of Information Sciences and Technology, Penn State University, USA · Department of Psychiatry and Behavioral Sciences, Emory University, USA · School of Interactive Computing, Georgia Tech, USA +1

  31. Designing escalation criteria for international AI incident response: criteria, triggers, and thresholds

    Apr 25, 2026Francesca Gomez, Matthew Ball, Michael Harre +3Artificial Intelligence RiskEscalation

    1Arcadia Impact AI Governance Taskforce · 2The Future Society

  32. Gated Coordination for Efficient Multi-Agent Collaboration in Minecraft Game

    Apr 21, 2026HuaDong Jian, Chenghao Li, Haoyu Wang +4Multi-Agent CoordinationCoordination

    University of Electronic Science and Technology of China Chengdu, China

  33. Towards Reliable Local Security Agents: Verifiable Post-Training for Linux Privilege Escalation

    Mar 18, 2026Philipp Normann, Andreas Happe, Jürgen Cito +1SecuritySmall Large Language Models

    TU Wien, Vienna, Austria