Weekly Trend BriefEvidence window ending 2026-06-08

Explainable AI

Explainable AI has 1,952 eligible papers in the latest 30-day evidence window, up 14% from the prior window, with representative work spanning Evaluating Local Explainability Metrics for Machine Learning Models on Tabular Data; A New Technique for AI Explainability using Feature Association Map; and Woodelf++: A Fast and Unified Partial Dependence Plot Algorithm for Decision Tree Ensembles.

Explainable AI shows 1,952 eligible recent papers and 1,952 commentary-ready papers in the current 30-day window, compared with 1,719 eligible papers in the prior window. The strongest evidence comes from 1 visible topic cluster and 8 representative papers. 6 representative papers are preprints, so those findings should be treated as preliminary.

1,952Recent 30-day eligible papers
1,719Prior 30-day eligible papers
1,952Commentary-ready papers
8Representative papers surfaced
Current windowRecent eligible papers
ComparisonPrior eligible papers
Brief typeWeekly research trend
Evidence-backed changes

What's moving

1
Change

Recent publication activity is rising

Explainable AI recorded 1,952 eligible papers in the latest 30-day window, compared with 1,719 in the prior 30-day window, making the current snapshot up 14% from the prior window.

1,952 recent vs 1,719 prior eligible papers
2
Change

Explainable Artificial Intelligence (XAI) anchors the current evidence

Explainable Artificial Intelligence (XAI) contributes 1,952 eligible recent papers, including 1,952 papers with abstracts available for commentary.

1,952 papers in the leading cluster
3
Change

Representative papers show where the activity is concentrated

The representative set includes Evaluating Local Explainability Metrics for Machine Learning Models on Tabular Data; A New Technique for AI Explainability using Feature Association Map; Woodelf++: A Fast and Unified Partial Dependence Plot Algorithm for Decision Tree Ensembles; A Quantitative Evaluation Framework for Explainable AI in Semantic Segmentation; and Explain Decisions, Not Just Predictions! An Evaluation Of Ai Agent Transparency. These papers anchor the page's claims and keep the brief tied to visible evidence.

8 representative papers
Topic shape

Theme clusters

Explainable Artificial Intelligence (XAI)

Explainable Artificial Intelligence (XAI) accounts for 1,952 eligible recent papers, including 1,952 commentary-ready papers in this evidence window.

1,952 recent eligible papers

Representative papers to review

The selected papers cover Evaluating Local Explainability Metrics for Machine Learning Models on Tabular Data; A New Technique for AI Explainability using Feature Association Map; Woodelf++: A Fast and Unified Partial Dependence Plot Algorithm for Decision Tree Ensembles; and A Quantitative Evaluation Framework for Explainable AI in Semantic Segmentation. 6 representative papers are preprints, so those findings should be treated as preliminary.

8 representative papers
Evidence anchors

Representative papers

Explainable Artificial Intelligence (XAI)preprint

A New Technique for AI Explainability using Feature Association Map

A preprint from arXiv (Cornell University) in the Explainable Artificial Intelligence (XAI) evidence packet, selected because it is recent, abstract-backed, and representative of this week's topic activity.

arXiv (Cornell University) · 2026
Explainable Artificial Intelligence (XAI)preprint

A Quantitative Evaluation Framework for Explainable AI in Semantic Segmentation

A preprint from ISPRS annals of the photogrammetry, remote sensing and spatial information sciences in the Explainable Artificial Intelligence (XAI) evidence packet, selected because it is recent, abstract-backed, and representative of this week's topic activity.

ISPRS annals of the photogrammetry, remote sensing and spatial information sciences · 2026
Explainable Artificial Intelligence (XAI)article

Explain Decisions, Not Just Predictions! An Evaluation Of Ai Agent Transparency

A recent paper from Journal of the Association for Information Systems in the Explainable Artificial Intelligence (XAI) evidence packet, selected because it is recent, abstract-backed, and representative of this week's topic activity.

Journal of the Association for Information Systems · 2026