AI ethics evidence index Search
Source-linked daily record
Evidence record 4079 · automatically gathered

POLAR-Bench: A Diagnostic Benchmark for Privacy-Utility Trade-offs in LLM Agents

LLM agents increasingly have access to private user data and act on the user's behalf when interacting with third-party systems. The user defines what may and must not be shared, and the agent must robustly follow that intent even when third-party systems behave adversarially. We introduce POLAR-Bench (Policy-aware adversarial Benchmark), in which a trusted model with a privacy policy and a task converses with a third-party model that adversarially probes for both task-relevant and protected att

Record details

Published: 18 May 2026
Source: arXiv
Category: Research
Topics: Regulation · Privacy · Healthcare · Agents & autonomy
Retrieved: 14 July 2026

source-onlyevidence status

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.

Shared topic: Regulation · Shared topic: Privacy

End-to-End Evaluation and Governance of an EHR-Embedded AI Agent for Clinicians

arXiv · 30 April 2026

Shared topic: Regulation · Shared topic: Privacy

OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis

HuggingFace Daily Papers · 26 July 2026

Shared topic: Privacy · Shared topic: Healthcare

Synthesis and Evaluation of Long-term History-aware Medical Dialogue

arXiv · 19 May 2026

Shared topic: Regulation · Shared topic: Healthcare

Going Headless? On the Boundaries of Vertical AI Firms

arXiv · 18 May 2026

Shared topic: Regulation · Shared topic: Privacy

AI Agents May Always Fall for Prompt Injections

arXiv · 17 May 2026

Shared topic: Regulation · Shared topic: Privacy

BiFedKD: Bidirectional Federated Knowledge Distillation Framework for Non-IID and Long-Tailed ECG Monitoring

arXiv · 14 May 2026

How to cite this record

ethics.ai (18 May 2026), “POLAR-Bench: A Diagnostic Benchmark for Privacy-Utility Trade-offs in LLM Agents,” evidence record 4079, https://ethics.ai/record/4079 (originally published by arXiv).

JSON

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.