AI Agent Auditing

Follow this topic Ask about this topic

Momentum

38 papers in the last four weeks, up 1167% on the four weeks before. 0.4% of all new papers.

Jul 13Week of Sep 28

Latest papers 100

All topics

Property-Level Reconstructability of Agent Decisions: An Anchor-Level Pilot Across Vendor SDK Adapter Regimes
May 12, 2026Oleg SolozobovAI Agent Auditing Agent Evaluation
Independent Researcher (Global)
Behavioral Integrity Verification for AI Agent Skills
May 12, 2026Yuhao Wu, Tung-Ling Li, Hongliang LiuAgent Reliability AI Agent Auditing
Palo Alto Networks
AuditRepairBench: A Paired-Execution Trace Corpus for Evaluator-Channel Ranking Instability in Agent Repair
May 6, 2026Yuelin Hu, Zhenbo Yu, Zhengxue Cheng +2AI Agent Auditing Agent Evaluation
Shanghai Jiao Tong University · Shanghai Maritime University
Semia: Auditing Agent Skills via Constraint-Guided Representation Synthesis
May 1, 2026Hongbo Wen, Ying Li, Hanzhi Liu +4AI Agent Auditing Static Code Analysis
University of California, Santa Barbara Santa Barbara, CA, USA · University of California, Los Angeles Los Angeles, CA, USA · Fuzzland USA +1
TRUST: A Framework for Decentralized AI Service v.0.1
Apr 29, 2026Yu-Chao Huang, Zhen Tan, Mohan Zhang +3AI Agent Reliability AI Accountability
UNITES Lab, University of North Carolina at Chapel Hill · Arizona State University · Columbia University
Structured Security Auditing and Robustness Enhancement for Untrusted Agent Skills
Apr 28, 2026Lijia Lv, Xuehai Tang, Jie Wen +2AI Agent Auditing AI Agent Security
Institute of Information Engineering, Chinese Academy of Sciences · School of Cyber Security, University of Chinese Academy of Sciences
Agentic Witnessing: Pragmatic and Scalable TEE-Enabled Privacy-Preserving Auditing
Apr 27, 2026Antony RowstronPrivacy Auditing AI Agent Auditing
Advanced Research and Invention Agency (ARIA) London, UK
HINTBench: Horizon-agent Intrinsic Non-attack Trajectory Benchmark
Apr 15, 2026Jiacheng Wang, Jinchang Hou, Fabian Wang +3AI Agent Auditing Long-Horizon Agent Evaluation
Baidu Inc., Beijing, China · Beijing Institute of Technology, Beijing, China
Auditable Agents
Apr 7, 2026Yi Nian, Aojie Yuan, Haiyue Zhang +7AI Accountability AI Agent Auditing
University of Southern California · Arizona State University · University of Tennessee, Knoxville +1
Arbiter: Detecting Interference in LLM Agent System Prompts
Mar 9, 2026Tony MasonAI Agent Auditing AI Coding Agents
the University of British Columbia · the Georgia Institute of Technology

May 12, 2026, cs.SEJ/K move · Enter open · S save

Property-Level Reconstructability of Agent Decisions: An Anchor-Level Pilot Across Vendor SDK Adapter Regimes

Oleg Solozobov

Independent Researcher (Global)

AI Agent Auditing Agent Evaluation AI Agent Monitoring AI Agent Governance

Open paper AskPDF arXiv

Agentic AI failures need post-hoc reconstruction: what the agent did, on whose authority, against which policy, and from what reasoning. Cross-regime feasibility remains unmeasured under one property-level schema. We apply the Decision Trace Reconstructor unmodified to pinned worked-example anchors from six public vendor SDK regimes spanning cloud-agent, observability, tool-use, telemetry, and protocol traces, plus two comparator columns. Each Decision Event Schema (DES) property is classified as fully fillable, partially fillable, structurally unfillable, or opaque. Per-property reconstructability of an agent decision already varies between regimes at this anchor scale. Strict-governance-completeness separates into three tiers ranging from 42.9% to 85.7%, yielding one regime-independent gap (reasoning trace), four regime-dependent gaps, and one Mixed property; the pilot is single-annotator, one anchor per cell, descriptive, with outputs checksum-verifiable from a deposited reproducibility package.

Momentum

Related topics

Latest papers 100