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We systematically investigate the links between price returns and Environment, Social and Governance (ESG) scores in the European equity market. Using interpretable machine learning, we examine whether ESG scores can explain the part of…

投资组合管理 · 定量金融 2023-04-10 Jérémi Assael , Laurent Carlier , Damien Challet

Climate change and global warming have been trending topics worldwide since the Eco-92 conference. However, little progress has been made in reducing greenhouse gases (GHGs). The problems and challenges related to emissions are complex and…

计算机与社会 · 计算机科学 2024-01-03 Victor de A. Xavier , Felipe M. G. França , Priscila M. V. Lima

Partial point cloud registration is essential for autonomous perception and 3D scene understanding, yet it remains challenging owing to structural ambiguity, partial visibility, and noise. We address these issues by proposing Confidence…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Yongqiang Wang , Weigang Li , Wenping Liu , Zhe Xu , Zhiqiang Tian

This paper explores how AI-powered tools could be leveraged to streamline the process of identifying, screening, and analyzing relevant literature in academic research. More specifically, we examine the documented relationship between…

计算机与社会 · 计算机科学 2025-07-15 Ebenezer Asem , Ruijie Fan , Gloria Y. Tian

Aspect-based Sentiment Analysis (ABSA) aims to determine sentiment polarity toward specific aspects in text. Existing methods enrich semantic and syntactic representations through external knowledge or GNNs, but the growing diversity of…

人工智能 · 计算机科学 2025-12-01 Xinran Li , Xiaowei Zhao , Yubo Zhu , Zhiheng Zhang , Zhiqi Huang , Hongkun Song , Jinglu Hu , Xinze Che , Yifan Lyu , Yong Zhou , Xiujuan Xu

Retrieval-Augmented Generation (RAG) compensates for the static knowledge limitations of Large Language Models (LLMs) by integrating external knowledge, producing responses with enhanced factual correctness and query-specific…

计算与语言 · 计算机科学 2025-05-21 Ruobing Yao , Yifei Zhang , Shuang Song , Neng Gao , Chenyang Tu

Due to the complexity of many decision making problems, tree search algorithms often have inadequate information to produce accurate transition models. This results in ambiguities (uncertainties for which there are multiple plausible…

机器人学 · 计算机科学 2024-08-27 Jared J. Beard , R. Michael Butts , Yu Gu

Environmental, Social, and Governance (ESG) reports are essential for evaluating sustainability practices, ensuring regulatory compliance, and promoting financial transparency. However, these documents are often lengthy, structurally…

多媒体 · 计算机科学 2025-08-18 Lei Zhang , Xin Zhou , Chaoyue He , Di Wang , Yi Wu , Hong Xu , Wei Liu , Chunyan Miao

ESGReveal is an innovative method proposed for efficiently extracting and analyzing Environmental, Social, and Governance (ESG) data from corporate reports, catering to the critical need for reliable ESG information retrieval. This approach…

计算与语言 · 计算机科学 2024-01-01 Yi Zou , Mengying Shi , Zhongjie Chen , Zhu Deng , ZongXiong Lei , Zihan Zeng , Shiming Yang , HongXiang Tong , Lei Xiao , Wenwen Zhou

Sustainability or ESG rating agencies use company disclosures and external data to produce scores or ratings that assess the environmental, social, and governance performance of a company. However, sustainability ratings across agencies for…

人工智能 · 计算机科学 2026-02-20 Xiaoran Cai , Wang Yang , Xiyu Ren , Chekun Law , Rohit Sharma , Peng Qi

AI-powered greenwashing has emerged as an insidious challenge within corporate sustainability governance, exacerbating the opacity of environmental disclosures and subverting regulatory oversight. This study conducts a comparative legal…

计算机与社会 · 计算机科学 2025-12-18 Sahibpreet Singh , Manjit Singh

This paper extends the application of ESG score assessment methodologies from large corporations to individual farmers' production, within the context of climate change. Our proposal involves the integration of crucial agricultural…

综合金融 · 定量金融 2025-09-16 Jiayue Zhang , Ken Seng Tan , Tony S. Wirjanto , Lysa Porth

The field of explainable Automatic Fact-Checking (AFC) aims to enhance the transparency and trustworthiness of automated fact-verification systems by providing clear and comprehensible explanations. However, the effectiveness of these…

人工智能 · 计算机科学 2025-04-08 Islam Eldifrawi , Shengrui Wang , Amine Trabelsi

Sustainability commonly refers to entities, such as individuals, companies, and institutions, having a non-detrimental (or even positive) impact on the environment, society, and the economy. With sustainability becoming a synonym of…

计算机与社会 · 计算机科学 2024-10-22 Keane Ong , Rui Mao , Ranjan Satapathy , Ricardo Shirota Filho , Erik Cambria , Johan Sulaeman , Gianmarco Mengaldo

The widespread use of generative AI systems is coupled with significant ethical and social challenges. As a result, policymakers, academic researchers, and social advocacy groups have all called for such systems to be audited. However,…

计算机与社会 · 计算机科学 2024-07-09 Jakob Mokander , Justin Curl , Mihir Kshirsagar

Addressing climate change effectively requires more than cataloguing the number of policies in place; it calls for tools that can reveal their thematic priorities and their tangible impacts on development outcomes. Existing assessments…

计算机与社会 · 计算机科学 2025-11-14 Aditi Dutta

Generalized Category Discovery (GCD) leverages labeled data to categorize unlabeled samples from known or unknown classes. Most previous methods jointly optimize supervised and unsupervised objectives and achieve promising results. However,…

机器学习 · 计算机科学 2026-04-17 Haiyang Zheng , Nan Pu , Yaqi Cai , Teng Long , Wenjing Li , Nicu Sebe , Zhun Zhong

Aspect-Based Sentiment Analysis (ABSA) provides a fine-grained understanding of opinions by linking sentiment to specific aspects in text. While transformer-based models excel at this task, their black-box nature limits their…

统计方法学 · 统计学 2026-02-24 Luisa Stracqualursi , Patrizia Agati

Generative AI is spreading rapidly, creating significant social and economic value while also raising concerns about its high energy use and environmental sustainability. While prior studies have predominantly focused on the…

计算机与社会 · 计算机科学 2026-02-12 Min-Kyu Kim , Tae-An Yoo , Ji-Bum Chung

The assessment of corporate sustainability performance is extremely relevant in facilitating the transition to a green and low-carbon intensity economy. However, companies located in different areas may be subject to different…

应用统计 · 统计学 2026-04-30 Caterina Morelli , Simone Boccaletti , Paolo Maranzano , Philipp Otto