Algorithm Auditing

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64 papers in the last 28 days · 1.0% of indexed attention

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Period ending 2026-09-21

23 new papers

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Period ending 2026-09-14

18 new papers

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Period ending 2026-09-07

6 new papers

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474 papers

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  1. Auditable Release Control for Pedagogical Leakage in LLM Tutors

    Aug 1, 2026Nizam KadirLarge Language Model SafetyData Leakage

  2. AutoCause: A Python framework that automates expert decisions in environmental time-series causal discovery

    Jul 31, 2026Marco Ruiz, Miguel Arana-Catania, David R. Ardila +1Causal Foundation ModelsCausal Reasoning

  3. ALIVE: Warnings Before Exclusion in Budgeted Multi-Source Learning

    Jul 31, 2026Xiyang Zhang, Hongzhi Wang, Yuanhe TianAlgorithm AuditingToken Budgets

  4. FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation

    Jul 31, 2026Martin LukkLarge Language Model BiasFairness Audits

  5. Benchmarks Are Not Monolithic: Sample-Level Auditing and Orchestration for LLM Evaluation

    Jul 30, 2026Philipp D. Siedler, Jordan SassoonBenchmark DatasetsAlgorithm Auditing

  6. AISPA: User-Centric System Prompt Auditing for Large Language Model Applications

    Jul 30, 2026Xiangning Lin, Shenzhe Zhu, Shu Yang +23Artificial Intelligence GovernanceArtificial Intelligence Systems

  7. KAISEN: Reproducible Subgroup Fairness Auditing for Clinical Risk Models

    Jul 30, 2026Sparsh Roy, Samuel Girmachew, Nishita ChavanFairness AuditsSubgroup Information

  8. Stage-Replay Divergence Follows the KV Cache: Fixed-Prefix Precision Controls and Bidirectional Cache Transplantation

    Jul 30, 2026Alexander Boesgaard LorupCachePrefill

  9. One Human, NN Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence

    Jul 30, 2026Cesare Zavattari, Alessandro Tommasi, Giuseppe PrencipeAlgorithm AuditingConfidence Calibration

  10. Rethinking LLM-Judged Helpfulness as a Pedagogy Signal: A Pre-Registered Audit Across Tutor Models

    Jul 30, 2026Shuyi Fan, Boyuan Deng, Mengyu Xu +4TutorsLlm-As-A-Judge

  11. Scaling, Lock-In, and Proxy Compliance: A Political Economy of Responsible AI

    Jul 30, 2026Florian A. D. Burnat, Brittany I. DavidsonArtificial Intelligence GovernanceCompliance

  12. Safety, or Just Capability? A Validity Audit of Agent-Safety Benchmarks

    Jul 30, 2026Youting Wang, Xiao Han, Dingyan Shang +2Safety EvaluationSafety

  13. AWARE-FX: An Auditable Knowledge-Guided AI System for Measuring Corporate Foreign-Exchange Hedging Disclosure

    Jul 30, 2026Qi WangFinance DomainAlgorithm Auditing

  14. Automated Transcript Analysis for Detecting Flaws in Agentic Benchmarks

    Jul 29, 2026Jeff Mohl, Nelson Gardner-Challis, Magda Dubois +6Algorithm AuditingAgentic Benchmarks

  15. Auditing Emergent LLM-Agent Collaboration through Cooperation-Obligation Coupling

    Jul 29, 2026Zuyuan Zhang, Hanqing Yang, Carlee Joe-Wong +1Algorithm AuditingCooperation

  16. Compression-Based Behavioral Similarity for Open-World Sybil Discovery on Ethereum

    Jul 29, 2026Michał Bartnicki, Jarosław A. ChudziakFraud DetectionAlgorithm Auditing

  17. Visual Credit Audit for Multimodal Spatial Reasoning

    Jul 29, 2026Feixiang Liu, Qiang Qiu, Lanbo Sun +3Visual EvidenceAlgorithm Auditing

  18. Do Latent Channels Actually Communicate? A Causal Audit of Latent Multi-Agent LLM

    Jul 29, 2026Huixiang Zhang, Mahzabeen EmuEfficient Latent ReasoningAlgorithm Auditing

  19. Collusion with Competitive Marginals: Price-Level Audits Are Blind by Construction

    Jul 29, 2026Xin Xu, Chengrui Wu, Jiayu Lu +3Algorithmic CollusionFirst-Price Auctions

  20. TraceCoder: Explainable and Auditable Code Generation with Position-Key Snippet Versioning

    Jul 28, 2026Rwaida Alssadi, Muntaser Syed, Balaji Kasula +6Code GenerationAlgorithm Auditing

  21. More Data, Worse Decisions? Preference Reversals in Neural Networks under Gram Incompatibility

    Jul 28, 2026Yanli Yan, Yuanzheng Li, Yong Zhao +2Bias LearningDecisions

  22. Dynamic Parameterization Is Not Dynamic Inference

    Jul 28, 2026Zongfei Li, Yuan-yih Shang, Guozhong LuoAlgorithm Auditing

  23. When benchmark inferences do not compose: Projectibility in AI evaluation

    Jul 28, 2026Brett ReynoldsArtificial Intelligence EvaluationBenchmark Suite

  24. AIriskEval-edu Demo: Auditing of Pedagogical Risks in Educational Explanations

    Jul 28, 2026Javier Irigoyen, Roberto Daza, Francisco Jurado +5PedagogyAlgorithm Auditing

  25. Forensic Reproducibility Audit of a Radiology Vision-Language Model Benchmark: From Intended Protocol to Released Artifact

    Jul 28, 2026Mateusz KozłowskiMedical Vision-Language ModelsDiagnostic Benchmark

  26. Seen, Said, or Forgotten? A Causal Audit of Visual KV Memory Across Dialog Turns

    Jul 28, 2026Hong Chen, Kang Chen, Yuxuan Fan +4Visual MemoryKnowledge-Based Visual Question Answering

  27. Task-Conditional Faithfulness Auditing of Multimodal LLMs for Grid Diagnosis

    Jul 27, 2026Tianqiao Zhao, Meng Yue, Jianhui WangLarge Language Model ReliabilityExplanation Faithfulness

  28. LEX-EC: A Lexical Evidence-Channel Audit Framework for Zero-Shot LLM Personality Classification in Black-Box Settings

    Jul 27, 2026Brittany Harbison, Ashok K. GoelPersonalityLarge Language Model Bias

  29. Epistemic Norms for AI Safety and Alignment Research

    Jul 27, 2026Keivan NavaieArtificial Intelligence SafetyEpistemic Actions

  30. Auditing Alignment Controllability in LLMs via Political Axes

    Jul 26, 2026Bartol Bućan, Nikola Sočec, Sarah Isufi +5Large Language Model BiasIdeology

  31. Two Regimes of Chain-of-Thought Unfaithfulness: Behavioral Detection Fails Where Models Are Wrong

    Jul 26, 2026Suramya R. Angdembay, Dikshant Aryal, Nick RahimiAlgorithm AuditingLocal-First

  32. Beyond Predictive Accuracy: A Reliability-Aware Audit of Molecular Representations for Human Olfaction

    Jul 25, 2026Kai Lun Huang, Wei Chieh SunOlfactory PerceptionRepresentation Quality

  33. Do Agent Benchmarks Measure Capability? Protocol Validity in the Age of Agentic AI

    Jul 24, 2026Jiaqi Shao, Hanck Chen, Wei Zhang +2Agentic BenchmarksExploitation

  34. Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation

    Jul 24, 2026Yunting Song, Matthew Watson, Peter Grabowski +1Large Language Model AlignmentLarge Language Model Evaluation

  35. When Is a Learned Command Adapter Worth It? Closed-Loop Identification and Counterfactual Auditing of Frozen Locomotion Policies

    Jul 23, 2026Zongtan LiPerceptive Locomotion PoliciesAlgorithm Auditing

  36. Certified in Theory, Broken in Practice: Assumption Gaps in Cryptographic Model Certification

    Jul 23, 2026Carter Luck, Olive Franzese-McLaughlin, Elisaweta Masserova +3Algorithm AuditingModel Evaluation

  37. Finite-Sample Coverage Audits for High-Recall Candidate Generation: Certification and Learning-Theoretic Design

    Jul 23, 2026Martin Anthony, Kaveh Salehzadeh NobariAlgorithm AuditingCertification

  38. TOUR: A Trajectory-Level Unlearning Benchmark for Offline Reinforcement Learning

    Jul 23, 2026Chaofan Pan, Lingfei Ren, Xiangyu Jiang +6Offline Reinforcement LearningTrajectory-Level Credit

  39. Auditing Evidence Use in Medical LLM Diagnosis

    Jul 23, 2026Junchi Liao, Jiawen Deng, Fuji RenDiagnostic BenchmarkIncomplete Evidence

  40. Auditing Provenance Sensitivity in LLM Agent Action Selection

    Jul 23, 2026Junchi LiaoUntrusted InputAlgorithm Auditing

  41. Are Diversity Metrics Measuring Diversity? A Capability-Controlled Audit of Majority-Vote Gain in LLM Ensembles

    Jul 22, 2026Donghwan KimDiversityAlgorithm Auditing

  42. Operational Identity: A Finite Audit of Declared and Implemented Rules of Sameness

    Jul 22, 2026Denise M. CaseImplicit IdentityAlgorithm Auditing

  43. MOF-Sleuth: Tool-Grounded Reward Alignment for Explainable Fine-Grained MOF CIF Auditing

    Jul 22, 2026Yu Liu, Zhiwei Yang, Diandian Guo +7Vast Chemical SpaceMllm-Based

  44. Data-Poisoning Audits for Causal Effect Estimation

    Jul 22, 2026Kwangho KimCausal InferencesAlgorithm Auditing

  45. Toward Auditable Fraud Detection: Combining Graph Features, Model Explanations, and Agentic Case Investigation

    Jul 21, 2026Rahil SharmaFraud DetectionAlgorithm Auditing

  46. Predictive Extrema, Unprofitable Policies: An AI-Assisted Audit of Candle-Based Binance Spot Timing Models

    Jul 21, 2026Ayoub JadouliDecentralized FinanceAlgorithm Auditing

  47. Guardrails as Scapegoats: Auditing Unfaithful Safety Refusals in Tool-Augmented LLM Agents

    Jul 21, 2026Aarushi SinghLarge Language Model SafetyUntrusted Input

  48. HindsightBench: A Black-Box Behavioral Audit Protocol for Parametric Hindsight in Time-Indexed LLM Decision Tasks

    Jul 21, 2026Haozhe JiaLarge Language Model Decision-MakingHindsight

  49. Building Trust in Autonomous Commerce: A Verifiable Global Event Timeline and AI-Ready Fraud Intelligence Layer

    Jul 21, 2026Rajat SrivastavaCanonical Action Verification And AttestationFraud Detection

  50. Robust Multi-View Classification under Noisy Supervision via Global Anchor Consensus

    Jul 20, 2026Yuliang Yang, Hongzhe Zhang, Huiru WangNoisy LabelsMulti-View

  51. Enabling Multilingual Privacy Policy Audits: Large-Scale Analysis of Spanish Mobile Apps

    Jul 20, 2026Marcos Moran, David Rodriguez, Luka Nenadic +2AI Privacy Risks and ProtectionTransparency

  52. Financial Audit Assistance using Misinformation Detection and Explanation

    Jul 20, 2026Kshitij Madhav Jadhav, Sushodhan Vaishampayan, Manoj Apte +3Finance DomainMisinformation Detection

  53. Detection, Attribution, Narration: An End-to-End Pipeline for Explainable Money Mule Identification

    Jul 20, 2026Yuge Zhang, Yuanxing Zhang, Yichao Jin +7Fraud DetectionExplainability

  54. AEC-DS: Adaptive Erasure Coding with PDP-Triggered Reputation and QoS-Aware Migration for Decentralized Storage

    Jul 20, 2026Shuaiwen Li, Weihang Yu, Ke Wang +1DecentralizationAlgorithm Auditing

  55. Learning-Driven Adaptive Audit Scheduling: A Sequential Decision Approach to Off-Chain Data Integrity

    Jul 19, 2026Changting Lin, Fan Li, Weihang Yu +4Algorithm AuditingMarkov Decision Processes

  56. Auditing Question-Order Effects in Large Language Models with the QQ Equality: Mechanism Characterization and a Saturation Caveat

    Jul 19, 2026Pilsung KangComparative JudgmentAlgorithm Auditing

  57. Auditing Retrieval-Augmented LLM Hypotheses for Longitudinal Cell Painting Morphology

    Jul 17, 2026Gilchan Park, Guang Zhao, Byung-Jun Yoon +1MorphologyBiological

  58. Reliable Remediation Impact Prediction for Black-Box Security Ratings

    Jul 17, 2026Nada Hanad, Mehdi Acheli, Ali NourEldin +2RemediationSecurity Analysis

  59. Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies

    Jul 16, 2026Filippos Vlahos, Guillaume Bied, Tijl De BieIdeologyLarge Language Model Bias

  60. Auditing Fairness-Privacy Trade-offs: Subpopulation-Level Effects of Fairness-Enhancing Algorithms

    Jul 16, 2026Umid Suleymanov, Ilhama Novruzova, Khalid Mammadov +2Fairness AuditsFairness Interventions