DEMM-Bench: A Cross-Regime Benchmark for Agent-Runtime Governance-Evidence Sufficiency
Agent-runtime systems emit traces, ledgers, provenance graphs, policy logs, delegation tokens, cache events, and tool-firewall records, but those containers do not necessarily answer governance questions about a specific decision. DEMM-Bench is a cross-regime benchmark for agent-runtime governance-evidence sufficiency, grounded in the Decision Evidence Maturity Model (DEMM): it measures whether records across eight evidence regimes are sufficient to reconstruct decision-level properties rather t
Record details
Published: 30 May 2026
Source: arXiv
Category: Research
Topics: Regulation · Agents & autonomy
Retrieved: 14 July 2026
Related evidence
These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.
Property-Level Reconstructability of Agent Decisions: An Anchor-Level Pilot Across Vendor SDK Adapter Regimes
arXiv · 12 May 2026
Decision Evidence Maturity Model for Agentic AI: A Property-Level Method Specification
arXiv · 29 April 2026
Governed Auditable Decisioning Under Uncertainty: Synthesis and Agentic Extension
arXiv · 21 April 2026
Label-Free Detection of Governance Evidence Degradation in Risk Decision Systems
arXiv · 20 April 2026
Evidence Sufficiency Under Delayed Ground Truth: Proxy Monitoring for Risk Decision Systems
arXiv · 17 April 2026
Decision Trace Schema for Governance Evidence in Real-Time Risk Systems
arXiv · 10 April 2026
How to cite this record
ethics.ai (30 May 2026), “DEMM-Bench: A Cross-Regime Benchmark for Agent-Runtime Governance-Evidence Sufficiency,” evidence record 3396, https://ethics.ai/record/3396 (originally published by arXiv).
Use and limitations
This page is a stable index and citation surface for a source record. ethics.ai did not author the underlying report and has not independently verified every claim. Automatic topics may be imperfect. For consequential use, quote and cite the original publisher.