AI ethics evidence index Search
Source-linked daily record
Evidence record 12271 · automatically gathered

Counterfactual Shapley Credit Assignment

The Credit Assignment Problem (CAP) is fundamental to developing efficient and explainable Reinforcement Learning (RL) agents. Existing frameworks, whether relying on temporal contiguity or hindsight-conditioned reward reweighting, frequently fail to attribute properly between an agent's policy (skill) and environmental stochasticity (luck). A principled approach to CAP must isolate the true causal drivers of observed outcomes from spurious correlations and environmental randomness. We introduce

Record details

Published: 18 July 2026
Source: arXiv cs.LG
Category: Research
Topics: Regulation · Agents & autonomy · Transparency · Environment
Retrieved: 21 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: Agents & autonomy

S5-SHB Agent: Society 5.0 enabled Multi-model Agentic Blockchain Framework for Smart Home

arXiv · 5 March 2026

Shared topic: Regulation · Shared topic: Agents & autonomy

Teach it to stop, not just to click

arXiv cs.HC · 19 July 2026

Shared topic: Regulation · Shared topic: Agents & autonomy

Making Agent-Mediated Contributions Governable: A Project-Level Governance Manifest for Open-Source AI Collaboration

arXiv cs.CY · 20 July 2026

Shared topic: Regulation · Shared topic: Agents & autonomy

AgentFAIR: A Multi-Agent Collaborative Framework for FAIRness Evaluation of Geospatial Datasets

arXiv · 17 July 2026

Shared topic: Regulation · Shared topic: Agents & autonomy

Making Agent-Mediated Contributions Governable: A Project-Level Governance Manifest for Open-Source AI Collaboration

arXiv · 17 July 2026

Shared topic: Regulation · Shared topic: Agents & autonomy

Traccia: An OpenTelemetry-Based Governance Platform for AI Systems

arXiv cs.CY · 17 July 2026

How to cite this record

ethics.ai (18 July 2026), “Counterfactual Shapley Credit Assignment,” evidence record 12271, https://ethics.ai/record/12271 (originally published by arXiv cs.LG).

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.