Mitigation

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11 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. Context-Aware Error Mitigation Orchestration for Hybrid Quantum Reinforcement Learning on NISQ Systems

    Oct 1, 2026Bisma Majid, Shabir Ahmed Sofi, Mir Mohammad YousufHybrid Quantum-Classical PipelineMitigation

    Department of Information Technology, National Institute of Technology Srinagar, Hazratbal, Srinagar, 190006, Jammu and Kashmir, India

  2. RoPE at the End of Its Rope? Theory, Diagnosis, and Mitigation of Long-Context Failures

    Sep 30, 2026Yuyang Wu, Yufeng Du, Hao PengEfficient Long-Context InferenceRotary Position Embedding

    University of Illinois at Urbana-Champaign, USA

  3. ReSCENE: Server-Side Replay for Structural Mitigation of Catastrophic Forgetting in Federated Continual Learning

    Sep 30, 2026Sungmin Kang, Zhengzhong Tu, Sunwoo LeeFederated LearningCatastrophic Forgetting

    Texas A&M University · Inha University

  4. Beyond Attention Imbalance: Mitigating Hallucinations via Spectral Surgery

    Sep 29, 2026Siqi Lu, Suo Wei, Yongbin Zheng +3Recent Vision-Language ModelsVisual Hallucinations

    College of Intelligence Science and Technology, National University of Defense Technology, China · School of Computer Science, Northwestern Polytechnical University, China · Ningbo Institute, Northwestern Polytechnical University, China +1

  5. A Behavioral Trait Leaks into Preferences: Diagnosing Trait Interference in LLM User Simulators

    Sep 22, 2026Chaehyun Kim, Sein Kim, Hongseok Kang +1User SimulationPreference Alignment Learning

    KAIST Daejeon, Republic of Korea

  6. Weakly Supervised Quantum Error Mitigation

    Sep 22, 2026Seyed Mohamad Ali Tousi, G. N. DeSouzaQuantum Error CorrectionQuantum Circuits

    Vision-Guided and Intelligent Robotics Lab (ViGIR) University of Missouri Columbia, US

  7. Mitigating Sequential Reappearance in Diffusion Data-Point Unlearning

    Sep 21, 2026Donghyun Kim, Taehyuk Lee, Jinyeong Kim +4DeletionRetraining

    Department of Computer Science and Engineering, Konkuk University Trustworthy Machine Learning Lab Seoul, Republic of Korea

  8. APGEM: Adaptive Policy-Guided Error Mitigation for Quantum Reinforcement Learning on a Real-World CVRP Case Study

    Sep 16, 2026Shabir Ahmad Sofi, Bisma Majid, Mir Mohammad YousufVariational Quantum CircuitsQ-Learning

    Department of Information Technology NIT Srinagar J&K, India

  9. QEMScore: How Much Does the Measurement Add to Learned Quantum Error Mitigation?

    Sep 15, 2026Yue Zhao, Huayue Gu, Yushun Dong +1Quantum Error CorrectionEqual Error Rate

    University of Southern California · Kennesaw State University · Florida State University +1

  10. Does Deeper Reasoning Compromise Alignment? Revealing and Mitigating of Alignment Collapse in Large Reasoning Models

    Sep 8, 2026Yu-Hang Wu, Yu-Jie Xiong, Henghua Zhang +3Large Reasoning ModelsSafety Alignment

    Shanghai University of Engineering Science · The Hong Kong University of Science and Technology · A * STAR

  11. Prevalence calibration as shortcut mitigation

    Sep 7, 2026Mohamed Amine Kina, Eike PetersenShortcut LearningPrevalence

    Universität Bremen, Bremen, Germany · Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany

  12. Overfitting Mitigation via Singular Value Decomposition in Minimum Bayes Risk Decoding

    Sep 1, 2026Riza Setiawan Soetedjo, Yusuke Sakai, Hidetaka Kamigaito +2Singular Value DecompositionLow-Rank Structure

    Nara Institute of Science and Technology (NAIST) · The University of Tokyo

  13. A Network Science Perspective on Evaluating Deep Graph Generative Models

    Sep 1, 2026Tianrui Mao, Abele Malan, Megha Khosla +2Network ScienceGenerative Models

    Delft University of Technology, the Netherlands · University of Neuchˆatel, Switzerland

  14. Taxonomy-Driven Analysis of Open-Source AI Risk Mitigation Tools

    Aug 7, 2026Afreen Alam, Evgenija Popchanovska, Ana Gjorgjevikj +4Artificial Intelligence RiskLarge Language Model Evaluation

    Department of Administrative Sciences, Metropolitan College, Boston University, Boston, MA 02215, USA · Faculty of Computer Science and Engineering, Ss. Cyril and Methodius University, Skopje 1000, North Macedonia · Department of Computer Science, Metropolitan College, Boston University, Boston, MA 02215, USA

  15. Zero Gap Is Not Restoration: Stratified Per-Question Probability Evaluation and Step-wise Mitigation of Benchmark Contamination

    Aug 7, 2026Ruijie Hou, Yueyang Jiao, Zhao Wang +1MitigationLanguage Model Perplexity

    Zhejiang University

  16. Failing Gracefully: Mitigating Impact of Inevitable Robot Failures

    Aug 5, 2026Duc M. Nguyen, Saad A. Ghani, Andrew Marshall +3Robot SystemsMotion Planning

    Department of Computer Science, George Mason University · RobotiXX Lab, George Mason University

  17. Conformity Mitigations in Large Language Models Lie on a Single Resistance-Receptivity Frontier

    Aug 3, 2026Zafar Hussain, Kristoffer NielboMmlu-ProConformity

    Aarhus University

  18. CheckOne: Lightweight Fault Detection and Mitigation for Vision Transformers

    Aug 3, 2026Mohammad Hasan Ahmadilivani, Sven-Markus Loorits, Jaan RaikSelf-Supervised Vision TransformersVision Transformer

    Tallinn University of Technology, Tallinn, Estonia

  19. Deep Learning for Cyber Threat Detection and Mitigation in Healthcare-IoT

    Jul 31, 2026Mirza AkhiInternet Of ThingDeep Learning

    Data-Driven Computer Engineering (D2ICE) Research Centre Department of Electronic and Computer Engineering Faculty of Science and Engineering University of Limerick

  20. Origins and mitigation of double descent in reduced order modeling

    Jul 29, 2026Andrei A. Klishin, J. Nathan Kutz, Krithika ManoharReconstruction ErrorDescent

    Department of Mechanical Engineering, University of Hawai‘ i at M¯anoa, Honolulu, HI · AI Institute in Dynamic Systems, University of Washington, Seattle, WA 98195, USA · Departments of Applied Mathematics and Electrical and Computer Engineering, University of Washington, Seattle, WA 98195, USA +1

  21. Mitigating Matthew Effect: Multi-Hypergraph Boosted Multi-Interest Self-Supervised Learning for Conversational Recommendation

    Jul 21, 2026Yongsen Zheng, Ruilin Xu, Guohua Wang +2User ModelingRecommendation

    Nanyang Technological University, Singapore · Digital Trust Centre Singapore · Sun Yat-sen University +3

  22. When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering

    Jul 19, 2026Ziteng Hu, Jiachi Chen, Wenhao Lv +2Large Language Model ResponsesHigh-Level Synthesis

    Micro-Electronics Research Institute, Hangzhou Dianzi University Hangzhou, Zhejiang, China · The State Key Laboratory of Blockchain and Data Security, Zhejiang University Hangzhou, Zhejiang, China · College of Information Science and Engineering, Hunan Normal University Changsha, Hunan, China

  23. UniNDM: A Unified Noise-driven Detection and Mitigation Framework Against Sexual Content in Text-to-Image Generation

    Jul 18, 2026Yao Huang, Yitong Sun, Huanran Chen +8Text-To-Image Diffusion ModelsChild Sexual Abuse Material

    Institute of Artificial Intelligence, State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing 100191, China · School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-Sen University, Shenzhen 518107, China

  24. Lifelong Representations: A Survey on Continual Self-Supervised Learning for Vision Models

    Jul 8, 2026Sergi Masip, Alicja Dobrzeniecka, Jonathan Swinnen +4Replay-Based Continual LearningSelf-Supervised Learning

    PSI, KU Leuven, Leuven, Belgium · NASK - National Research Institute, Warsaw, Poland · Computer Vision Center, Universitat Autonoma de Barcelona, Barcelona, Spain +1

  25. CanniUplift: A Holistic Framework for Mitigating Seller and Incentive Cannibalization in E-commerce Uplift Modeling

    Jul 6, 2026Zuwang He, Shihao Shu, Yuli Qu +8IncentivesRise

    Taobao & Tmall Group of Alibaba Beijing, China · Taobao & Tmall Group of Alibaba Hangzhou, Zhejiang, China

  26. COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies

    Jun 29, 2026Chen Frydman, Aviram Zilberman, Rubin Krief +6MitigationOrchestration

    Ben-Gurion University of The Negev, Beer Sheva, Israel · Jerusalem College of Technology, Jerusalem, Israel · Fujitsu

  27. From Tool Connection to Execution Control: Benchmarking Security Invariants in MCP-Style Agent Runtimes

    Jun 27, 2026Ting LiuModel Context ProtocolRuntime Enforcement

    SymbolicLight Research Foshan, Guangdong, China

  28. Mitigating Position Bias in Transformers via Layer-Specific Positional Embedding Scaling

    Jun 26, 2026Changze Lv, Zhenghua Wang, Yiran Ding +9Rotary Position EmbeddingTransformer Architectures

    Fudan University · Shanghai Key Laboratory of Intelligent Information Processing · Westlake University

  29. Mitigating LLM-based p-Hacking by Preregistering for the Next LLM

    Jun 26, 2026Maria Thomas, Kristina Gligoric, Nihar B. ShahMitigation

    Johns Hopkins University · Carnegie Mellon University

  30. How Surprising Is Historical Italian to Language Models? Tokenization Tax, Comprehension Tax, and a Simple Mitigation

    Jun 25, 2026Maria LevchenkoItalian TextsAccents

    University of Bologna

  31. A Survey of Toxicity Detection and Mitigation Strategies for Multilingual Language Models

    Jun 24, 2026Soham Dan, Himanshu Beniwal, Thomas HartvigsenMultilingual SafetyLarge Language Model Safety

    Scale AI · Indian Institute of Technology Gandhinagar · University of Virginia

  32. Mitigating Measurement-Induced Training Instability in Hybrid Quantum Neural Networks for Protein Classification

    Jun 21, 2026Milton Mondal, Sushovan Chanda, Mohamad Mahdi Alawieh +6Quantum Neural NetworksLogit Lens

    Department of Neuro- and Sensory Physiology, University Medical Center Göttingen, Göttingen, Germany

  33. Data Bias Mitigation under Coverage Constraints & The Price of Fairness

    Jun 18, 2026Bruno Scarone, Alfredo Viola, Renée J. MillerAlgorithmic FairnessSubgroups

    Khoury College of Computer Sciences, Northeastern University, USA · Casa de Investigadores Científicos La Comarca, Uruguay · Cheriton School of Computer Science, University of Waterloo, Canada

  34. Gender Bias in LLM Hiring Decisions: Evidence from a Japanese Context and Evaluation of Mitigation Strategies

    Jun 17, 2026Serena A. Hoffstedde, Machiko Hirota, Akshara Nadayanur Sathis Kanna +4Gender BiasGender

    Shibaura Institute of Technology, Tokyo, Japan · Amsterdam University of Applied Sciences, Amsterdam, Netherlands · University of Pennsylvania, Philadelphia, USA +2

  35. Escape from Delusional Echo Trap: Symmetry Breaking, Stochastic Dynamics and Mathematical Mitigation Strategies for Algorithmic Sycophancy

    Jun 16, 2026Sayantari Ghosh, Saumik Bhattacharya, Partha Pratim ChakrabartiSycophancyDeception

    National Institute of Technology Durgapur, Durgapur, India · Indian Institute of Technology Kharagpur, Kharagpur, India

  36. ClayBuddy: A Framework, Evaluation, & Mitigation of Coding Agent Failures

    Jun 13, 2026Kenneth Ge, Andre AssisCoding AgentsAgent Harness

    Anthropic Fellows Program · Constellation

  37. Recalling Too Well: Sycophancy Evaluation and Mitigation in Memory-Augmented Models

    Jun 9, 2026Shelly Bensal, Axel Magnuson, Aparna Balagopalan +1SycophancyLarge Language Model Memory

    Writer, Inc.

  38. Context-Fractured Decomposition Attacks on Tool-Using LLM Agents: Exploiting Artifact Provenance Gaps

    Jun 8, 2026Xiaofeng Lin, Yukai Yang, Daniel Guo +3Jailbreak AttacksLanguage-Model Agents

    University of California, Los Angeles, USA · 2Computer Science and Engineering Department, Texas A&M University, USA · 3Cisco, USA +1

  39. AI-Native Closed-Loop Security for 6G-Enabled Cyber-Physical Systems: From Edge Detection to Network-Wide Mitigation

    Jun 6, 2026Bilal Hussain, Muhammad Bilal, Tan Li +6Cyber-Physical SystemCybersecurity

    Division of Science, Engineering, and Health Studies, School of Professional Education and Executive Development, The Hong Kong Polytechnic University, Hong Kong SAR, China · School of Computing and Communications, Lancaster University, United Kingdom · Department of Computer Science, The Hang Seng University of Hong Kong, Hong Kong SAR, China +4

  40. On Low-Bit Quantization Errors in Speaker Verification: Diagnostic and Mitigation

    Jun 6, 2026Hugo Leguillier, Driss Matrouf, Guillaume Lechien +1Automatic Speaker VerificationQuantization-Aware Training

    Avignon University, LIA, UPR 4128, France · Aday, France

  41. Shared Latent Structures Enable Unified Backdoor Detection and Mitigation in LLMs

    Jun 6, 2026Omar Mahmoud, Aly M. Kassem, Thommen George Karimpanal +4Large Language Model BackbonesLatent Variable

    Applied Artificial Intelligence Initiative, Deakin University, Australia · Mila, Quebec AI Institute, Quebec, Canada · School of Information Technology, Deakin University, Australia +1

  42. Token Budgets: An Empirical Catalog of 63 LLM-Agent Budget-Overrun Incidents, with an Affine-Typed Rust Mitigation as a Case Study

    Jun 2, 2026Sajjad KhanToken Budget AllocationAgentic Deployments

    independent researcher; MSc in Data Science, University of the West of England, Bristol, UK

  43. Alignment Collapse Under KV Cache Quantization: Diagnosis and Mitigation

    Jun 1, 2026Bruce Changlong Xu, Adarsh Kumarappan, Mu ZhouKey-Value Cache QuantizationLarge Language Model Quantization

    †Stanford University · ‡California Institute of Technology

  44. Mitigating Hallucination in Vision-Language Models through Barrier-Regulated Adaptive Closed-form Steering

    May 28, 2026Soumyadeep Jana, Pulkit Mittal, Sanasam Ranbir SinghRecent Vision-Language ModelsInference-Time Defense

    Indian Institute of Technology Guwahati, India

  45. Parameter-Efficient Subspace Decoupling ViT for Mitigating Multi-Task Negative Transfer in Histological Scoring

    May 28, 2026Youhan Huang, Jiajun Li, Yilin Fang +2Multi--Task LearningSelf-Supervised Vision Transformers

    1Beijing University of Posts and Telecommunications, Beijing, China · 2Beijing University of Chemical Technology, Beijing, China · 3Capital Medical University, Beijing, China

  46. SAAS: Self-Aware Reinforcement Learning for Over-Search Mitigation in Agentic Search

    May 28, 2026Yunbo Tang, Chengyi Yang, Shiyu Liu +4Agentic SearchSelf-Knowledge

    School of Informatics, Xiamen University · School of Artificial Intelligence, Jilin University

  47. Reward Bias Substitution: Single-Axis Bias Mitigations Redirect Optimization Pressure

    May 27, 2026Max Lamparth, Daniel Fein, Andreas Haupt +2Progress Reward ModelingMitigation

    Stanford University · University of Pennsylvania

  48. Jailbreak susceptibility prediction and mitigation via the behavioral geometry of models

    May 26, 2026Hayden Helm, Xiaodong Liu, Weiwei YangJailbreak AttacksLLM Defense Mechanisms

    Helivan · Microsoft Research

  49. Intelligent Detection and Mitigation of Carpet-Bombing DDoS Attacks in SDN Using Retrieval-Augmented Generation and Large Language Models

    May 25, 2026Mohammed N. Swileh, Shengli Zhang, Kai LeiDistributed Denial-Of-ServiceOptical Networks

    College of Electronics and Information Engineering, Shenzhen University, Shenzhen, 518060, China · ICNLab, Shenzhen Graduate School, Peking University, Shenzhen, People’s Republic of China

  50. Language Bias in LVLMs: From In-Depth Analysis to Simple and Effective Mitigation

    May 24, 2026Yangneng Chen, Jing LiRecent Vision-Language ModelsLarge Language Model Hallucination

    1Harbin Institute of Technology, Shenzhen, China.

  51. How Noisy Poses Break Inverse Dynamics: Analysis and Mitigation for Video-Based Joint Torque Estimation

    May 23, 2026Donghyun Kim, Chanyoung Kim, Eunseo Jeong +2Inverse DynamicsTorque

    Emory University · Yonsei University

  52. Iterative Refinement Neural Operators are Learned Fixed-Point Solvers: A Principled Approach to Spectral Bias Mitigation

    May 21, 2026Xiaotian Liu, Shuyuan Shang, Xiaopeng Wang +2Classical Numerical SolverIterative Refinement

    1Dartmouth College · 2CUHK Shenzhen · 3Lawrence Berkeley National Lab

  53. Stabilising Explainability Fragility in Cybersecurity AI: The Impact and Mitigation of Multicollinearity in Public Benchmark Datasets

    May 21, 2026Ioannis J. Vourganas, Anna Lito MichalaExplainabilityIntrusion Detection

    Netrity Ltd, Glasgow, UK · University of Glasgow, Glasgow, UK

  54. Robust Mitigation of Age-Dependent Confounding Effects via Sample-Difficulty Decorrelation

    May 19, 2026Nikhil Cherian Kurian, Victor Caquilpan Parra, Abin Shoby +2Medical Image ClassificationImbalanced Classification

    Australian Institute for Machine Learning, Adelaide University, Adelaide, Australia

  55. Guided Diffusion Sampling for Precipitation Forecast Interventions

    May 14, 2026Ayumu Ueyama, Kazuhiko Kawamoto, Hiroshi KeraDiffusion SamplingMitigation

    Chiba University · National Institute of Informatics

  56. Locale-Conditioned Few-Shot Prompting Mitigates Demonstration Regurgitation in On-Device PII Substitution with Small Language Models

    May 13, 2026Anuj Sadani, Deepak KumarSubstituteSmall Large Language Models

  57. Shortcut Mitigation via Spurious-Positive Samples

    May 13, 2026Phuong Quynh Le, Jörg Schlötterer, Sari Sadiya +2MitigationNeurons

    University of Marburg · Goethe University Frankfurt

  58. Attacks and Mitigations for Distributed Governance of Agentic AI under Byzantine Adversaries

    May 12, 2026Matthew D. Laws, Alina Oprea, Cristina Nita-RotaruArtificial Intelligence GovernanceByzantine Attacks

    Northeastern University

  59. Security Risks in Tool-Enabled AI Agents: A Systematic Analysis of Privileged Execution Environments

    May 10, 2026Hardik GoelArtificial Intelligence RiskArtificial Intelligence Agents

    Microsoft Corporation, USA

  60. On the Generation and Mitigation of Harmful Geometry in Image-to-3D Models

    May 10, 2026Yule Liu, Yilong Yang, Jiale Teng +113D Generative ModelsMitigation

    The Hong Kong University of Science and Technology (Guangzhou) · Xidian University · Zhejiang University +1