AI In Agriculture: Top 200 Papers Of November 2025

by Alex Johnson 51 views

Stay up-to-date with the latest advancements in artificial intelligence applications for agriculture. This article presents a curated list of the top 200 research papers published as of November 30, 2025, covering a wide range of topics within AI, agriculture, circuits, and systems. For an enhanced reading experience and access to even more papers, be sure to visit our Github page.

Agriculture

This section highlights the most recent research in AI applications for agriculture, including precision farming, crop monitoring, and sustainable agricultural practices. Artificial intelligence is revolutionizing the agricultural sector, offering innovative solutions to improve efficiency, reduce environmental impact, and enhance crop yields. These papers explore a variety of AI techniques, such as machine learning, computer vision, and robotics, applied to different aspects of agriculture. From advanced sensing technologies to data-driven decision-making, the research presented here showcases the transformative potential of AI in shaping the future of farming. Dive into the details of how AI is being used to optimize resource management, detect crop diseases early, and automate various farming tasks, ultimately contributing to a more sustainable and productive agricultural industry. Furthermore, the papers delve into the ethical and practical considerations of implementing AI in agriculture, ensuring that these technologies are used responsibly and effectively to benefit both farmers and the environment. Understanding these latest advancements is crucial for anyone involved in agricultural research, technology development, or policy-making, as AI continues to reshape the landscape of modern agriculture. The interdisciplinary nature of this research, combining AI expertise with agricultural knowledge, highlights the importance of collaboration in driving innovation in this vital sector. By staying informed about the cutting-edge research presented in these papers, stakeholders can better leverage the power of AI to address the challenges and opportunities facing the agricultural industry today.

Title Date Comment
Modular, On-Site Solutions with Lightweight Anomaly Detection for Sustainable Nutrient Management in Agriculture 2025-11-26
Edge-Based Predictive Data Reduction for Smart Agriculture: A Lightweight Approach to Efficient IoT Communication 2025-11-24
Digital Agriculture Sandbox for Collaborative Research 2025-11-20
A Hybrid CNN-ViT-GNN Framework with GAN-Based Augmentation for Intelligent Weed Detection in Precision Agriculture 2025-11-19
Density-Driven Multi-Agent Coordination for Efficient Farm Coverage and Management in Smart Agriculture 2025-11-16
DODA: Adapting Object Detectors to Dynamic Agricultural Environments in Real-Time with Diffusion 2025-11-11
Hardware-Aware YOLO Compression for Low-Power Edge AI on STM32U5 for Weeds Detection in Digital Agriculture 2025-11-11
Toward an Agricultural Operational Design Domain: A Framework 2025-11-09
Vision Foundation Models in Agriculture: Toward Domain-Specific Adaptation for Weed Herbicide Trials Assessment 2025-11-06
AgriTrust: a Federated Semantic Governance Framework for Trusted Agricultural Data Sharing 2025-11-04
Robotic Monitoring of Colorimetric Leaf Sensors for Precision Agriculture 2025-11-03
FedReplay: A Feature Replay Assisted Federated Transfer Learning Framework for Efficient and Privacy-Preserving Smart Agriculture 2025-10-31
To what extent can current French mobile network support agricultural robots? 2025-10-29
Cross-Species Transfer Learning in Agricultural AI: Evaluating ZebraPose Adaptation for Dairy Cattle Pose Estimation 2025-10-26
KrishokBondhu: A Retrieval-Augmented Voice-Based Agricultural Advisory Call Center for Bengali Farmers 2025-10-21
VLLFL: A Vision-Language Model Based Lightweight Federated Learning Framework for Smart Agriculture 2025-10-20
Data-Centric AI for Tropical Agricultural Mapping: Challenges, Strategies and Scalable Solutions 2025-10-17
SUM-AgriVLN: Spatial Understanding Memory for Agricultural Vision-and-Language Navigation 2025-10-16
Hierarchical Federated Learning for Crop Yield Prediction in Smart Agricultural Production Systems 2025-10-14
A Comprehensive Review of Diffusion Models in Smart Agriculture: Progress, Applications, and Challenges 2025-10-14
YOLOv11-Litchi: Efficient Litchi Fruit Detection based on UAV-Captured Agricultural Imagery in Complex Orchard Environments 2025-10-11
AgriGPT-VL: Agricultural Vision-Language Understanding Suite 2025-10-07
Real-time Framework for Interoperable Semantic-driven Internet-of-Things in Smart Agriculture 2025-10-06
Optimizing Agricultural Order Fulfillment Systems: A Hybrid Tree Search Approach 2025-10-05
AgriCruiser: An Open Source Agriculture Robot for Over-the-row Navigation 2025-09-30
Agribot: agriculture-specific question answer system 2025-09-29
Crop Spirals: Re-thinking the field layout for future robotic agriculture 2025-09-29
Dynamic Orchestration of Multi-Agent System for Real-World Multi-Image Agricultural VQA 2025-09-29
BOSfM: A View Planning Framework for Optimal 3D Reconstruction of Agricultural Scenes 2025-09-28
xGFabric: Coupling Sensor Networks and HPC Facilities with Private 5G Wireless Networks for Real-Time Digital Agriculture 2025-09-24
A Multimodal Conversational Assistant for the Characterization of Agricultural Plots from Geospatial Open Data 2025-09-23
AgriDoctor: A Multimodal Intelligent Assistant for Agriculture 2025-09-21
TinyEcoWeedNet: Edge Efficient Real-Time Aerial Agricultural Weed Detection 2025-09-19
A Data-Driven Review of Remote Sensing-Based Data Fusion in Precision Agriculture from Foundational to Transformer-Based Techniques 2025-09-19
T-araVLN: Translator for Agricultural Robotic Agents on Vision-and-Language Navigation 2025-09-18
Explainability Needs in Agriculture: Exploring Dairy Farmers' User Personas 2025-09-17
Optimizing Agricultural Research: A RAG-Based Approach to Mycorrhizal Fungi Information 2025-09-16
Towards Autonomous In-situ Soil Sampling and Mapping in Large-Scale Agricultural Environments 2025-09-16
Enhancing Smart Farming Through Federated Learning: A Secure, Scalable, and Efficient Approach for AI-Driven Agriculture 2025-09-15
Non-Linear Model-Based Sequential Decision-Making in Agriculture 2025-09-13
SPADE: A Large Language Model Framework for Soil Moisture Pattern Recognition and Anomaly Detection in Precision Agriculture 2025-09-10
An Adaptive Coverage Control Approach for Multiple Autonomous Off-road Vehicles in Dynamic Agricultural Fields 2025-09-08
A LoRa IoT Framework with Machine Learning for Remote Livestock Monitoring in Smart Agriculture 2025-09-04
Sem-RaDiff: Diffusion-Based 3D Radar Semantic Perception in Cluttered Agricultural Environments 2025-09-03
Supporting a Sustainable and Inclusive Urban Agriculture Federation using Dashboarding 2025-08-30
Domain Adaptation for Big Data in Agricultural Image Analysis: A Comprehensive Review 2025-08-30
The Rosario Dataset v2: Multimodal Dataset for Agricultural Robotics 2025-08-29
ATMS-KD: Adaptive Temperature and Mixed Sample Knowledge Distillation for a Lightweight Residual CNN in Agricultural Embedded Systems 2025-08-27
The unrealized potential of agroforestry for an emissions-intensive agricultural commodity 2025-08-22
A Comprehensive Review of Agricultural Parcel and Boundary Delineation from Remote Sensing Images: Recent Progress and Future Perspectives 2025-08-20
Hierarchical Vision-Language Retrieval of Educational Metaverse Content in Agriculture 2025-08-19
Investigating Sensors and Methods in Grasp State Classification in Agricultural Manipulation 2025-08-15
Vision Transformers in Precision Agriculture: A Comprehensive Survey 2025-08-14
Can Large Multimodal Models Understand Agricultural Scenes? Benchmarking with AgroMind 2025-08-13
AgriGPT: a Large Language Model Ecosystem for Agriculture 2025-08-12
AgriVLN: Vision-and-Language Navigation for Agricultural Robots 2025-08-10
Weather-Driven Agricultural Decision-Making Using Digital Twins Under Imperfect Conditions 2025-08-10
Modular Transformer Architecture for Precision Agriculture Imaging 2025-08-07
Decoding and Engineering the Phytobiome Communication for Smart Agriculture 2025-08-05
Estimating Causal Effects with Observational Data: Guidelines for Agricultural and Applied Economists 2025-08-04
Leveraging Synthetic Data for Question Answering with Multilingual LLMs in the Agricultural Domain 2025-08-01
EmissionNet: Air Quality Pollution Forecasting for Agriculture 2025-08-01
Multi-Waypoint Path Planning and Motion Control for Non-holonomic Mobile Robots in Agricultural Applications 2025-07-31
CNN-based solution for mango classification in agricultural environments 2025-07-31
Multi-Hazard Early Warning Systems for Agriculture with Featural-Temporal Explanations 2025-07-30
AI in Agriculture: A Survey of Deep Learning Techniques for Crops, Fisheries and Livestock 2025-07-29
AgriEval: A Comprehensive Chinese Agricultural Benchmark for Large Language Models 2025-07-29
Intent Aware Context Retrieval for Multi-Turn Agricultural Question Answering 2025-07-28
AgroBench: Vision-Language Model Benchmark in Agriculture 2025-07-28
Generative AI in Agriculture: Creating Image Datasets Using DALL.E's Advanced Large Language Model Capabilities 2025-07-26
From General to Specialized: The Need for Foundational Models in Agriculture 2025-07-26
AgMMU: A Comprehensive Agricultural Multimodal Understanding Benchmark 2025-07-24
Monitoring digestate application on agricultural crops using Sentinel-2 Satellite imagery 2025-07-23
Financial resilience of agricultural and food production companies in Spain: A compositional cluster analysis of the impact of the Ukraine-Russia war (2021-2023) 2025-07-22
Automated Multi-Class Crop Pathology Classification via Convolutional Neural Networks: A Deep Learning Approach for Real-Time Precision Agriculture 2025-07-12
A Systematic Mapping Study on Open Source Agriculture Technology Research 2025-07-10
Self-Consistency in Vision-Language Models for Precision Agriculture: Multi-Response Consensus for Crop Disease Management 2025-07-08
Time2Agri: Temporal Pretext Tasks for Agricultural Monitoring 2025-07-06
OpenAg: Democratizing Agricultural Intelligence 2025-07-04
A comprehensive control architecture for semi-autonomous dual-arm robots in agriculture settings 2025-06-30
Dual Atrous Separable Convolution for Improving Agricultural Semantic Segmentation 2025-06-27
Tackling fluffy clouds: robust field boundary delineation across global agricultural landscapes with Sentinel-1 and Sentinel-2 Time Series 2025-06-26
Empowering Digital Agriculture: A Privacy-Preserving Framework for Data Sharing and Collaborative Research 2025-06-25
MIRAGE: A Benchmark for Multimodal Information-Seeking and Reasoning in Agricultural Expert-Guided Conversations 2025-06-25
Computer Vision based Automated Quantification of Agricultural Sprayers Boom Displacement 2025-06-24
Probabilistic modelling and safety assurance of an agriculture robot providing light-treatment 2025-06-24
AgriCHN: A Comprehensive Cross-domain Resource for Chinese Agricultural Named Entity Recognition 2025-06-21
From Theory to Practice: Identifying the Optimal Approach for Offset Point Tracking in the Context of Agricultural Robotics 2025-06-19
ReinDSplit: Reinforced Dynamic Split Learning for Pest Recognition in Precision Agriculture 2025-06-16
SAGDA: Open-Source Synthetic Agriculture Data for Africa 2025-06-16
AgriPotential: A Novel Multi-Spectral and Multi-Temporal Remote Sensing Dataset for Agricultural Potentials 2025-06-13
One For All: LLM-based Heterogeneous Mission Planning in Precision Agriculture 2025-06-11
Leveraging LLMs for Mission Planning in Precision Agriculture 2025-06-11
Advances on Affordable Hardware Platforms for Human Demonstration Acquisition in Agricultural Applications 2025-06-11
Adaptive path planning for efficient object search by UAVs in agricultural fields 2025-06-10
CBAM-STN-TPS-YOLO: Enhancing Agricultural Object Detection through Spatially Adaptive Attention Mechanisms 2025-06-09
Point Cloud Segmentation of Agricultural Vehicles using 3D Gaussian Splatting 2025-06-05
Category-Level 6D Object Pose Estimation in Agricultural Settings Using a Lattice-Deformation Framework and Diffusion-Augmented Synthetic Data 2025-05-30
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs 2025-05-28
Towards Large Reasoning Models for Agriculture 2025-05-28
Learning to See More: UAS-Guided Super-Resolution of Satellite Imagery for Precision Agriculture 2025-05-27
Strengthening Cybersecurity Resilience in Agriculture Through Educational Interventions: A Case Study of the Ponca Tribe of Nebraska 2025-05-26
A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation 2025-05-25
Agent-Based Simulation of UAV Battery Recharging for IoT Applications: Precision Agriculture, Disaster Recovery, and Dengue Vector Control 2025-05-23
Quantum-Resilient Blockchain for Secure Transactions in UAV-Assisted Smart Agriculture Networks 2025-05-21
Audio-Visual Contact Classification for Tree Structures in Agriculture 2025-05-19
Path-Tracking Hybrid A* and Hierarchical MPC Framework for Autonomous Agricultural Vehicles 2025-05-17
Developing and Integrating Trust Modeling into Multi-Objective Reinforcement Learning for Intelligent Agricultural Management 2025-05-16
A drone that learns to efficiently find objects in agricultural fields: from simulation to the real world 2025-05-14
Knowledge Guided Encoder-Decoder Framework: Integrating Multiple Physical Models for Agricultural Ecosystem Modeling 2025-05-13
Lightweight Multispectral Crop-Weed Segmentation for Precision Agriculture 2025-05-12
EcoWeedNet: A Lightweight and Automated Weed Detection Method for Sustainable Next-Generation Agricultural Consumer Electronics 2025-05-07
Evaluation of UAV-Based RGB and Multispectral Vegetation Indices for Precision Agriculture in Palm Tree Cultivation 2025-05-06
AGRO: An Autonomous AI Rover for Precision Agriculture 2025-05-02
A Secured Triad of IoT, Machine Learning, and Blockchain for Crop Forecasting in Agriculture 2025-05-02
Automated Work Records for Precision Agriculture Management: A Low-Cost GNSS IoT Solution for Paddy Fields in Central Japan 2025-04-25
Deep Learning Meets Process-Based Models: A Hybrid Approach to Agricultural Challenges 2025-04-22
Hybrid Knowledge Transfer through Attention and Logit Distillation for On-Device Vision Systems in Agricultural IoT 2025-04-21
agriFrame: Agricultural framework to remotely control a rover inside a greenhouse environment 2025-04-12
Few-Shot Adaptation of Grounding DINO for Agricultural Domain 2025-04-09
Multimodal Agricultural Agent Architecture (MA3): A New Paradigm for Intelligent Agricultural Decision-Making 2025-04-07
Energy Efficient Planning for Repetitive Heterogeneous Tasks in Precision Agriculture 2025-04-04
FADConv: A Frequency-Aware Dynamic Convolution for Farmland Non-agriculturalization Identification and Segmentation 2025-04-04
Reinsuring AI: Energy, Agriculture, Finance & Medicine as Precedents for Scalable Governance of Frontier Artificial Intelligence 2025-04-02
Predicting and Mitigating Agricultural Price Volatility Using Climate Scenarios and Risk Models 2025-03-31
Internet of Things-Based Smart Precision Farming in Soilless Agriculture: Opportunities and Challenges for Global Food Security 2025-03-31
AgRowStitch: A High-fidelity Image Stitching Pipeline for Ground-based Agricultural Images 2025-03-27
Trends in Open Access Academic Outputs of State Agricultural Universities in India: Patterns from OpenAlex 2025-03-24
Optimizing Navigation And Chemical Application in Precision Agriculture With Deep Reinforcement Learning And Conditional Action Tree 2025-03-23
Cultivating Cybersecurity: Designing a Cybersecurity Curriculum for the Food and Agriculture Sector 2025-03-20
Investigating The Implications of Cyberattacks Against Precision Agricultural Equipment 2025-03-20
Intelligent Agricultural Greenhouse Control System Based on Internet of Things and Machine Learning 2025-03-20
CAFEs: Cable-driven Collaborative Floating End-Effectors for Agriculture Applications 2025-03-19
Information Fusion in Smart Agriculture: Machine Learning Applications and Future Research Directions 2025-03-18
Reliable and Cost-Efficient IoT Connectivity for Smart Agriculture: A Comparative Study of LPWAN, 5G, and Hybrid Connectivity Models 2025-03-14
Force Aware Branch Manipulation To Assist Agricultural Tasks 2025-03-11
Collision-Aware Traversability Analysis for Autonomous Vehicles in the Context of Agricultural Robotics 2025-03-11
A Dataset and Benchmark for Shape Completion of Fruits for Agricultural Robotics 2025-03-06
A Novel Control Strategy for Offset Points Tracking in the Context of Agricultural Robotics 2025-03-06
JPDS-NN: Reinforcement Learning-Based Dynamic Task Allocation for Agricultural Vehicle Routing Optimization 2025-03-04
Leveraging Vision Language Models for Specialized Agricultural Tasks 2025-03-01
AgroLLM: Connecting Farmers and Agricultural Practices through Large Language Models for Enhanced Knowledge Transfer and Practical Application 2025-02-28
PlantPal: Leveraging Precision Agriculture Robots to Facilitate Remote Engagement in Urban Gardening 2025-02-26
Wireless sensor networks data synchronization using node MCU memory for precision agriculture applications 2025-02-25
Self-Supervised Data Generation for Precision Agriculture: Blending Simulated Environments with Real Imagery 2025-02-25
A survey of datasets for computer vision in agriculture 2025-02-24
Autonomous Agricultural Monitoring with Aerial Drones and RF Energy-Harvesting Sensor Tags 2025-02-22
WeedsGalore: A Multispectral and Multitemporal UAV-based Dataset for Crop and Weed Segmentation in Agricultural Maize Fields 2025-02-18
Sensing-based Robustness Challenges in Agricultural Robotic Harvesting 2025-02-18
WeedVision: Multi-Stage Growth and Classification of Weeds using DETR and RetinaNet for Precision Agriculture 2025-02-16
Consumer Segmentation and Participation Drivers in Community-Supported Agriculture: A Choice Experiment and PLS-SEM Approach 2025-02-14
Multispectral Remote Sensing for Weed Detection in West Australian Agricultural Lands 2025-02-12
**[Agricultural Field Boundary Detection through Integration of