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The agricultural sector is undergoing a transformation with the integration of advanced technologies, particularly in data-driven decision-making. This work proposes a federated learning framework for smart farming, aiming to develop a…

Machine Learning · Computer Science 2025-09-17 Ritesh Janga , Rushit Dave

With the web getting bigger and assimilating knowledge about different concepts and domains, it is becoming very difficult for simple database driven applications to capture the data for a domain. Thus developers have come out with ontology…

Artificial Intelligence · Computer Science 2014-04-22 Iti Mathur , Nisheeth Joshi , Hemant Darbari , Ajai Kumar

Agriculture constitutes a primary source of food production, economic growth and employment in India, but the sector is confronted with low farm productivity and yields aggravated by increased pressure on natural resources and adverse…

Machine Learning · Computer Science 2025-05-28 Steven Sam , Silima Marshal DAbreo

Accurate rice area monitoring is critical for food security and agricultural policy in smallholder farming regions, yet conventional remote sensing approaches struggle with the spatiotemporal heterogeneity characteristic of fragmented…

Computer Vision and Pattern Recognition · Computer Science 2025-07-08 Prashanth Reddy Putta , Fabio Dell'Acqua

The agricultural industry is undergoing a significant transformation with the increasing adoption of autonomous technologies. Addressing complex challenges related to safety and security, components and validation procedures, and liability…

Computers and Society · Computer Science 2025-01-31 Georg Happich , Alexander Grever , Julius Schöning

Throughout the food supply chain, between production, transportation, packaging, and green employment, a plethora of indicators cover the environmental footprint and resource use. By defining and tracking the more inefficient practices of…

Computers and Society · Computer Science 2023-02-21 Ronit Purian

The importance of improving the FAIRness (findability, accessibility, interoperability, reusability) of research data is undeniable, especially in the face of large, complex datasets currently being produced by omics technologies.…

With billions of people facing moderate or severe food insecurity, the resilience of the global food supply will be of increasing concern due to the effects of climate change and geopolitical events. In this paper we describe a framework to…

Computer Vision and Pattern Recognition · Computer Science 2024-11-12 David Willmes , Nick Krall , James Tanis , Zachary Terner , Fernando Tavares , Chris Miller , Joe Haberlin , Matt Crichton , Alexander Schlichting

The ability of companies to react to changes imposed by the market is related to information acquisition and knowledge generation. Big data technologies, crowdsourcing, and Online Social Network (OSN) are used for knowledge generation.…

Social and Information Networks · Computer Science 2022-09-01 Nedson Soares , Regina Braga , Jose Maria David , Kennya Siqueira , Victor Stroele

For research, this paper has included numerous literature that are covering a variety of information on the topics of misinformation, social media and fake news, regulation of misinformation and social media platforms, all presented for…

Computers and Society · Computer Science 2022-07-05 Gandharv Dhruv Madan

The world is passing through a major revolution called the information revolution, in which information and knowledge is becoming available to people in unprecedented amounts wherever and whenever they need it. Those societies which fail to…

Computation and Language · Computer Science 2007-05-23 Akshar Bharati , Rajeev Sangal

Agriculture is one of the most critical activities developed today by humankind and is in constant technical evolution to supply food and other essential products to everlasting and increasing demand. New machines, seeds, and fertilizers…

The language diversity in India's education sector poses a significant challenge, hindering inclusivity. Despite the democratization of knowledge through online educational content, the dominance of English, as the internet's lingua franca,…

Computation and Language · Computer Science 2024-03-08 Sai Akarsh , Vamshi Raghusimha , Anindita Mondal , Anil Vuppala

Given the increasing pressures exerted by climate change on small-scale agriculture, the importance of participatory modelling methodologies that can consider both the human and environmental components of these systems has become more and…

Physics and Society · Physics 2024-04-04 Julien Malard-Adam , Jan Adamowski , Héctor Tuy , Hugo Melgar-Quiñonez

This paper explores new frontiers in agricultural natural language processing by investigating the effectiveness of using food-related text corpora for pretraining transformer-based language models. In particular, we focus on the task of…

Computation and Language · Computer Science 2023-06-22 Saed Rezayi , Zhengliang Liu , Zihao Wu , Chandra Dhakal , Bao Ge , Haixing Dai , Gengchen Mai , Ninghao Liu , Chen Zhen , Tianming Liu , Sheng Li

With the world population rapidly increasing, transforming our agrifood systems to be more productive, efficient, safe, and sustainable is crucial to mitigate potential food shortages. Recently, artificial intelligence (AI) techniques such…

Artificial Intelligence · Computer Science 2024-09-27 Tao Chen , Liang Lv , Di Wang , Jing Zhang , Yue Yang , Zeyang Zhao , Chen Wang , Xiaowei Guo , Hao Chen , Qingye Wang , Yufei Xu , Qiming Zhang , Bo Du , Liangpei Zhang , Dacheng Tao

India is emerging as a major knowledge producer of the world in terms of proportionate share of global research output and the overall research productivity rank. Many recent reports, both of commissioned studies from Government of India as…

Digital Libraries · Computer Science 2020-11-19 Prashasti Singh , Vivek Kumar Singh , Parveen Arora , Sujit Bhattacharya

AgroLLM is an AI-powered chatbot designed to enhance knowledge-sharing and education in agriculture using Large Language Models (LLMs) and a Retrieval-Augmented Generation (RAG) framework. By using a comprehensive open-source agricultural…

Computation and Language · Computer Science 2025-03-10 Dinesh Jackson Samuel , Inna Skarga-Bandurova , David Sikolia , Muhammad Awais

Big Data architectures allow to flexibly store and process heterogeneous data, from multiple sources, in their original format. The structure of those data, commonly supplied by means of REST APIs, is continuously evolving. Thus data…

Databases · Computer Science 2018-02-05 Sergi Nadal , Oscar Romero , Alberto Abelló , Panos Vassiliadis , Stijn Vansummeren

To improve crop forecasting and provide farmers with actionable data-driven insights, we propose a novel approach integrating IoT, machine learning, and blockchain technologies. Using IoT, real-time data from sensor networks continuously…

Machine Learning · Computer Science 2025-05-05 Najmus Sakib Sizan , Md. Abu Layek , Khondokar Fida Hasan
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