AI ethics evidence index Search
Source-linked daily record
Evidence record 7204 · automatically gathered

EcoFair-CH-MARL: Scalable Constrained Hierarchical Multi-Agent RL with Real-Time Emission Budgets and Fairness Guarantees

Global decarbonisation targets and tightening market pressures demand maritime logistics solutions that are simultaneously efficient, sustainable, and equitable. We introduce EcoFair-CH-MARL, a constrained hierarchical multi-agent reinforcement learning framework that unifies three innovations: (i) a primal-dual budget layer that provably bounds cumulative emissions under stochastic weather and demand; (ii) a fairness-aware reward transformer with dynamically scheduled penalties that enforces ma

Record details

Published: 15 March 2026
Source: arXiv
Category: Research
Topics: Bias & fairness · 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: Bias & fairness · Shared topic: Agents & autonomy

Front-End Ethics for Sensor-Fused Health Conversational Agents: An Ethical Design Space for Biometrics

arXiv · 14 March 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

LLM Constitutional Multi-Agent Governance

arXiv · 13 March 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

CN-Buzz2Portfolio: A Chinese-Market Dataset and Benchmark for LLM-Based Macro and Sector Asset Allocation from Daily Trending Financial News

arXiv · 18 March 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

Is Your LLM-as-a-Recommender Agent Trustable? LLMs' Recommendation is Easily Hacked by Biases (Preferences)

arXiv · 18 March 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

Normative Common Ground Replication (NormCoRe): Replication-by-Translation for Studying Norms in Multi-Agent AI

arXiv · 12 March 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

Analysis Of Linguistic Stereotypes in Single and Multi-Agent Generative AI Architectures

arXiv · 19 March 2026

How to cite this record

ethics.ai (15 March 2026), “EcoFair-CH-MARL: Scalable Constrained Hierarchical Multi-Agent RL with Real-Time Emission Budgets and Fairness Guarantees,” evidence record 7204, https://ethics.ai/record/7204 (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.