GX Research Hub · English
GX & Decarbonization Research
This page provides an English interface to the gxceed GX paper corpus. The corpus aggregates papers from 13 open scholarly metadata sources and uses AI-assisted classification to identify signals related to measurement, policy narratives, outcomes, implementation, industrial adoption, and verification.
The goal is not only to discover papers, but to observe how GX research is distributed across research substance, implementation narratives, external expectations, implementation substance, and judgment formation.
Summaries are AI-assisted. Always refer to the original paper for authoritative conclusions.
📚 Peer-reviewed · JournalJournal of Financial Reporting & Accounting2026#AI × ESGDOI
Leveraging AI for ESG disclosures: a deep dive into UAE’s Islamic and conventional banking sectors
Fatma Bennaceur, Ali Bendob, Anwar Hasan Abdullah Othman
This study uses AI, ML, and NLP to assess ESG disclosure quality among Islamic and conventional banks in the UAE (2021-2024). Conventional banks score higher on climate risk and compliance, while Islamic banks show consistency and emphasis …
🌍 Global📚 Peer-reviewed · JournalSustainability2026#AI × ESGDOI
Artificial Intelligence as an Emerging Risk Dimension in Corporate Sustainability Reporting: A Legal and Governance Perspective
Andreja Primec, Jernej Belak, Matic Čufar
This paper examines the extent to which major sustainability reporting standards (CSRD/ESRS, GRI, ISSB, SASB) address AI-related risks. Through content analysis of 20 corporate reports and doctrinal legal analysis, it finds that AI risk dis…
🇺🇸 USA📚 Peer-reviewed · JournalLibra2026#AI × ESGDOI
Leveraging LLMs for Enhanced Sustainability Reporting: An Application for Analyzing, Comparing, and Visualizing ESG Reports; Automated Interpretation and the Politics of Transparency: How LLM-Generated Summaries Shape the Meaning and Accountability of ESG Disclosures
Fiona Magee
This paper develops a web application using LLMs to automatically summarize, analyze, and compare ESG reports. It enables stakeholders to reduce manual review effort, identify trends, and benchmark against peers. The prototype demonstrates …
📚 Peer-reviewed · JournalFrontiers in Sustainability2026#AI × ESGDOI
The role of artificial intelligence in shaping ESG disclosure evidence from listed companies in Saudi Arabia
Amani Ebnaoof
This study examines the relationship between AI adoption and ESG disclosure among Saudi-listed non-financial firms from 2020-2024. Using fixed-effects regression on 130 firms, it finds that AI adoption significantly improves ESG disclosure …
🌍 Global📚 Peer-reviewed · JournalSustainability2026#AI × ESGDOI
Exploring the Impact of ESG Ratings on Corporate Carbon Emissions in Korean Firms: Evidence from Machine Learning and Deep Learning Models
C. Kim, H. Na
This study develops an AI-based screening framework using ESG ratings to predict corporate carbon emissions among Korean KOSPI-listed firms. Comparing ML and DL models, a hybrid ensemble of CatBoost, GAN, and Transformer outperforms individ…
🌍 Global📚 Peer-reviewed · JournalInternational Review of Management and Marketing2026#AI × ESGDOI
Artificial Intelligence-Powered Green Finance and Environmental, Social and Governance Tracking in Emerging Markets: A Systematic Review
W. Okere, Cosmas Ambe, Sanele Phumlani Vilakazi
This systematic review synthesizes empirical evidence (2015-2025) on AI methods in green finance and ESG reporting in emerging markets. Machine learning and NLP dominate, applied to carbon disclosure, ESG scoring, and green bond verificatio…
🇺🇸 USA📚 Peer-reviewed · JournalUNC Libraries2026#AI × ESGDOI
Artificial intelligence and climate migration equity
Claire Monteleoni, Lawrence A. Palinkas, Michalle Mor Barak +6
This paper explores how artificial intelligence intersects with equity issues in climate-induced migration. It analyzes the impact of AI on decision-making and resource allocation in climate migration, considering ethical and social challen…
CN📚 Peer-reviewed · JournalCorporate Social Responsibility and Environmental Management2026#AI × ESGDOI
Achieving Net‐Zero Through
<scp>AI</scp>
‐Enabled Dynamic Capability and Green Servitization in Chinese Furniture Manufacturing Industry
Jinguo Li
This study, based on 313 workers in Chinese furniture companies, finds that AI-enabled dynamic capabilities, green servant leadership, and Industry 4.0 adoption foster green servitization, which fully mediates their impact on net-zero produ…
🌍 GlobalJournalAdvances in Computational Intelligence and Robotics2026#AI × ESGDOI
From ESG to ESGI
Zaheda Daruwala
This paper introduces ESGI (ESG with Intelligence), a paradigm integrating AI into ESG investing. Through systematic literature review, it proposes a dynamic, data-driven ecosystem using NLP, XAI, and other AI methods to enhance transparenc…
🌍 GlobalPreprintZenodo2026#AI × ESGDOI
Carbon-Aware Inference Routing for Large Language Models: A Real-Time Framework for Sustainable AI Serving
Raghuveeran, Preethi
This paper introduces CAIR, a real-time carbon-aware inference routing framework for LLMs. It routes each request to the smallest model meeting accuracy and latency constraints, using carbon intensity and a budget. Preliminary analysis show…
PreprintCrossref2025#AI × ESGDOI
AI- Powered Green Investments and Social Justice
Sandeep Garg, Aadil Naved Khan, Amit Sharma
This paper discusses how AI-powered green investments can balance environmental goals and social justice. It highlights AI's role in climate risk pricing, renewable portfolio optimization, and monitoring impacts on workers to ensure a just …
CNPreprintSustainability2025#AI × ESGDOI
Using Generative Artificial Intelligence to Evaluate the Quality of Chinese Environmental Information Disclosure in Chemical Firms
Yun Zhu, Qinghan Chen, Ma Zhong
This study proposes a framework for evaluating environmental information disclosure quality (EIDQ) of chemical firms, using a generative AI (DeepSeek-V3.2) scoring system. Analyzing 190 ESG reports from 38 Chinese chemical firms (2020-2024)…
🇺🇸 USAPreprintCrossref2026#AI × ESGDOI
From Digital Claims to Verifiable Outcomes: A Deployment-Oriented AI and IoT Disclosure Index Linked to Emissions Intensity and Safety Operations
Elham Jahanbakhsh
This study develops a deployment-oriented AI and IoT disclosure index (AIDI) from U.S. annual and sustainability reports (2018-2024) and tests its association with EPA GHG emissions intensity and workplace injury rates. Using fixed-effects …
JournalAdvances in Computational Intelligence and Robotics2026#AI × ESGDOI
Artificial Intelligence in Sustainable Finance
Pratiti Nayak, Bhavya Tondon, Raushan Tara Jaswal
This paper discusses how AI integration into sustainable finance can facilitate incorporating ESG measurements into decision-making and achieve SDGs, while also addressing challenges such as data quality, compliance, and ethical dilemmas.
JournalAdvances in Computational Intelligence and Robotics2026#AI × ESGDOI
Artificial Intelligence and Automation in Green Finance
Santosh Kumar, Rashi Gupta
This paper examines the role of AI and automation in green finance, covering machine learning for ESG scoring, greenwashing detection, and dynamic portfolio optimization toward green bonds and impact funds aligned with SDGs.
JournalAdvances in Computational Intelligence and Robotics2026#AI × ESGDOI
AI Governance, Law, Policy and Ethics in Green Finance and ESG
(著者不明)
This paper examines the intersection of AI governance, law, policy, and ethics with green finance and ESG. It discusses regulatory frameworks and ethical considerations for AI applications in sustainable finance.
JournalAdvances in Computational Intelligence and Robotics2026#AI × ESGDOI
The Role of Artificial Intelligence in ESG Analytics
Nur Muhammad Fadilah, Binastya Anggara Sekti
This chapter comprehensively explores the application of AI in ESG analytics, including machine learning, NLP, and automation for predictive modeling, objective scoring, and continuous monitoring. It covers applications in banking, fintech,…
📚 Peer-reviewed · JournalCENDEKIA: Jurnal Ilmu Pengetahuan2026#AI × ESGDOI
INTEGRASI ARTIFICIAL INTELLIGENCE DAN ESG DALAM SISTEM EKONOMI MODERN
Hardini Ariningrum, Elsa Fitriandini, Choirunnisa Ramadhani +1
This literature review analyzes the integration of AI and ESG in modern accounting systems. Reviewing 20 peer-reviewed articles from 2021-2025, it finds that AI enhances efficiency, accuracy, and transparency of ESG reporting through automa…
📚 Peer-reviewed · JournalJournal of Environmental Chemical Engineering2026#AI × ESGDOI
Artificial intelligence and carbon neutrality: A dual role in emissions forecasting, energy consumption, and sustainable strategies
Yamin Qiao, Xiaoyu Min, Sijia Ge +2
This paper examines the dual role of artificial intelligence in achieving carbon neutrality, focusing on emissions forecasting, energy consumption optimization, and sustainable strategy development. It suggests AI can be both a tool and a d…
🌍 Global📚 Peer-reviewed · JournalInternational Journal of Accounting Information Systems2026#AI × ESGDOI
Smart accountability: leveraging AI to align ESG disclosure with practice
Kun Luo, Jiale Xue, Puspavathy Rassiah +1
This paper explores the use of AI to align ESG disclosure with actual corporate practices. It proposes methods using NLP and machine learning to enhance the reliability of disclosed information.