GX Research Hub · English
GX & Decarbonization Research
This page provides an English interface to the gxceed GX paper corpus. The corpus aggregates papers from 14 contributing 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.
Conference2026 4th International Conference on Intelligent Cyber Physical Systems and Internet of Things (ICoICI)2026#AI × ESGDOI
A Human-Centric Adaptive Reasoning Optimizer for Carbon-Neutral System Optimization
V.Bakyalakshmi, S. M., Saranya P +3
This paper proposes HCARO, a Human-Centric Adaptive Reasoning Optimizer that integrates ML/DL-based carbon emission forecasting, human expert rules, policy constraint evaluation, adaptive feedback learning, and multi-objective optimization …
Peer-reviewedJournalZbornik radova2026#AI × ESGDOI
APPLICATION OF ARTIFICIAL INTELLIGENCE IN ESG REPORTING: CHALLENGES, OPPORTUNITIES, AND RISKS – A REVIEW OF THE LATEST LITERATURE FROM 2024 AND 2025
Ana D. Anufrijev
This review synthesizes 2024–2025 literature on AI in ESG reporting, covering benefits, challenges, and risks. AI improves accuracy, coverage, and timeliness of ESG data, lowers compliance costs, and aids regulatory alignment, but introduce…
JournalF1000Research2026#AI × ESGDOI
Peer Review Report For: How Does Digital Innovation Drive Corporate Sustainability? A Systematic Literature Review [version 2; peer review: 2 approved]
(著者不明)
A systematic review synthesizing 49 empirical studies (from 231 screened) on how digital innovation relates to corporate sustainability. It finds digital transformation, AI, digital accounting, and supply-chain digitalization generally impr…
🇯🇵→🌍 Japan-to-Global🇯🇵 JapanDatasetZenodo (CERN European Organization for Nuclear Research)2026#AI × ESGDOI
Do Sustainability Report Photos Show What the Text Claims? A Dataset and a Four-Level Measurement (data and code release)
Yueh-Cheng Huang
Releases a dataset and code for measuring whether photos in sustainability reports actually evidence the adjacent text claims. Covers 443 Chinese-language reports from 150 listed Taiwanese firms (52,568 pages, 17,450 photos), classifying ea…
Peer-reviewed🇯🇵→🌍 Japan-to-Global🇯🇵 JapanJournalJournal of Climate Finance2026#AI × ESGDOI
Climate Finance Transition Risk under Uncertainty: Text-Mining Evidence from the Japanese Equity Market
Sanoh Yusuf
This paper applies text-mining methods to analyze climate transition risk under uncertainty using Japanese equity market data. It appears to extract transition-risk signals from corporate disclosures and empirically link them to market valu…
Preprint🇪🇺 EuropeZenodo2026#AI × ESGDOI
Replication package for "Beyond Reported Emissions: Uncovering Hidden Corporate Carbon Footprints"
Pothin, Florian, Rondeau, Fabien, Razafindrabe, Tovonony +1
This replication package accompanies a study that corrects corporate Scope 3 disclosures category by category across the 15 GHG Protocol categories. Each firm report is classified as activity exclusion, boundary incompleteness, or sound dis…
🇪🇺 EuropeDatasetZenodo2026#AI × ESGDOI
ESRS E1 Financial–Sustainability Connectivity Index: 65-Item Coding Instrument and LLM Prompts
Bastida Vialcanet, Ramon, Palau-Pinyana, Erola, Marti-Ochoa, Julia
This deposit presents a 65-item Excel coding instrument derived from ESRS E1 (Climate Change) plus item-specific LLM prompts for analyzing corporate annual and sustainability reports. Covering seven dimensions—Governance, Transition Plan, I…
Peer-reviewedJournal2026#AI × ESGDOI
Who Is Accountable When the Auditor Is an Agent? A Critical Review of Agentic AI Governance in Sustainability Assurance
Mohamad Faidullah, Abu Bakar
A critical review of agentic AI governance in sustainability assurance, asking who bears accountability when AI agents perform audit work. It examines accountability gaps and governance safeguards needed to preserve trust in assurance as au…
Peer-reviewedJournalFar East Journal of Mathematical Sciences (FJMS)2026#AI × ESGDOI
ANALYSIS OF FACTORS INFLUENCING THE PROBABILITY OF PURCHASING CARBON CREDIT INSURANCE BY COMPANIES LISTED ON THE STOCK EXCHANGE OF THAILAND
Kannat Na Bangchang
Using 2022–2024 firm-level data on Thai-listed companies, this study examines financial and environmental drivers of the decision to buy carbon credit insurance. Combining logistic regression with a random forest model, it finds environment…
Peer-reviewedJournalExpert Systems with Applications2026#AI × ESGDOI
A hybrid LLM-Enhanced Transformer-KAN framework for carbon price forecasting and trading Decision-Making
Di Sha, Arne Johannssen, Yong Liu +2
This paper proposes a hybrid framework combining LLMs, Transformers, and Kolmogorov-Arnold Networks (KAN) for carbon price forecasting and trading decision support. It aims to capture carbon market price dynamics more accurately to aid ETS …
Peer-reviewedJournalSustainable Production and Consumption2026#AI × ESGDOI
Human-auditable AI for sustainability assessment in production and consumption systems: Circularity and decarbonization evidence from World Bank project portfolios
Shuai Lu, Qiangqiang Tao, Li Wang +4
Proposes a human-auditable AI approach for sustainability assessment of production and consumption systems. Using World Bank project portfolios as evidence, it examines circularity and decarbonization outcomes. The emphasis on transparency …
Peer-reviewed🇯🇵→🌍 Japan-to-Global🇯🇵 JapanJournalJournal of Cleaner Production2026#AI × ESGDOI
AI-driven granular LCA for apparel: Quantifying product-specific GHG emissions for sustainable design and circularity
Dami Moon, Sumiaki Kusahata, Yoshihiro Kawahara
This study proposes and validates an automated method using a Vision-Language Model to extract product-specific attributes (e.g., fabric composition) from unstructured user-generated content on C2C platforms and calculate product-specific G…
Peer-reviewedJournalInternational Journal of Business and Management Sciences2026#AI × ESGDOI
Artificial Intelligence, Corporate Social Responsibility, and Sustainability Reporting Compliance: An Integrated Model of Firm Performance
Khurram Ashfaq, Kainat, Nasir Abbas* +1
This study examines how sustainability reporting compliance and AI intellectual capability affect firm performance, mediated by CSR performance and moderated by AI-integrated leadership. Using PLS-SEM on 356 observations, it finds that both…
Peer-reviewed🇨🇳 ChinaJournalApplied Energy2026#AI × ESGDOI
Large language model-guided multi-agent reinforcement learning for low-carbon data center scheduling considering distribution-network constraint
Chenyue Xia, Yinliang Xu, Hongbin Sun
This work combines large language models with multi-agent reinforcement learning to schedule data-center workloads for lower carbon emissions while respecting distribution-network constraints. It aims to exploit temporal and spatial load fl…
Peer-reviewed🇨🇳 ChinaJournalSystems2026#AI × ESGDOI
When Green Choices Encounter Service Failures: Barriers to Air Passengers’ Low-Carbon Participation and Service Recovery
Dingyao Yu, Huali Cai, 李洪涛 +6
Using 1,161 passenger complaints from China's civil aviation regulator, this study applies Word2Vec and Structural Topic Modeling to identify barriers to low-carbon green-flight participation. Key failures include restricted service choice,…
PreprintResearch Square2026#AI × ESGDOI
Lifecycle Intelligence for Carbon Energy Water Footprint Optimization in Artificial Intelligence Systems
Kuldeep Singh Kaswan, Avadhesh Kumar, Praveena Nair Rajendra +1
Proposes a lifecycle-intelligence framework to optimize the carbon, energy, and water footprint of AI systems themselves. It targets the environmental burden of AI computing through evaluation and optimization methods. Details are limited a…
Peer-reviewed🇪🇺 EuropeJournalEuropean Journal of Sustainable Development2026#AI × ESGDOI
FarmCarbon AI: An AI-Based Framework for Carbon Mitigation and Financing in Central European Dairy Farms
Jan Saro, Miroslav Pavelka, Jiří Pilný
FarmCarbon AI is an AI-assisted framework combining IPCC Tier-2 GHG calculations, mitigation-scenario screening, economic screening, and grant-draft generation for Central European dairy farms. Tested on 100 synthetic farm profiles across e…
Peer-reviewedJournalINTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT2026#AI × ESGDOI
EcoLife: A Gamified Mobile Application for Integrated Student Lifestyle Management and Carbon Footprint Tracking with AI-Driven Personalised Insights
Pragyan Kumar, Mannan Jain, C. M. Sharma
EcoLife is a cross-platform mobile app integrating student lifestyle tracking (sleep, diet, exercise, study, screen time) with a carbon calculator for transport, food and energy. It combines supervised ML with rule-based recommendations for…
Peer-reviewed🌍 GlobalJournalDiscover Computing2026#AI × ESGDOI
Carbonbalance framework for carbon intensity forecasting and carbon aware scheduling of ai workloads
Sanjit Kumar Dash, Subhankar Poddar, Mohammed Altaf Ahmed +1
This paper proposes CarbonBalance, a framework combining a LightGBM/Prophet carbon-intensity forecasting pipeline with an optimization scheduler that shifts non-urgent AI workloads to cleaner times and locations. Evaluated scenarios achieve…
JournalOpenMETU (Middle East Technical University)2026#AI × ESG
VARLIK FİYATLANDIRMASINDA KARBON RİSKİ: GELENEKSEL, MAKİNE ÖĞRENMESİ VE AÇIKLANABİLİR YAPAY ZEKÂ YAKLAŞIMLARI
San Arca
This study augments the Fama-French five-factor model with a Brown-minus-Green (BMG) carbon intensity factor to examine carbon risk and US stock returns. Beyond time-series regression, GRS and Fama-MacBeth tests, it applies XGBoost and SHAP…