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The paradigm of Earth Observation analysis is shifting from static deep learning models to autonomous agentic AI. Although recent vision foundation models and multimodal large language models advance representation learning, they often lack…

Computer Vision and Pattern Recognition · Computer Science 2026-04-07 Niloufar Alipour Talemi , Julia Boone , Fatemeh Afghah

Generative Adversarial Networks (GAN) have promoted a variety of applications in computer vision, natural language processing, etc. due to its generative model's compelling ability to generate realistic examples plausibly drawn from an…

Machine Learning · Computer Science 2021-06-08 Zhipeng Cai , Zuobin Xiong , Honghui Xu , Peng Wang , Wei Li , Yi Pan

Artificial Intelligence have profoundly transformed the technological landscape in recent years. Large Language Models (LLMs) have demonstrated impressive abilities in reasoning, text comprehension, contextual pattern recognition, and…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Efthymios Tsaprazlis , Tiantian Feng , Anil Ramakrishna , Rahul Gupta , Shrikanth Narayanan

End-to-end encryption (E2EE) has become the gold standard for securing communications, bringing strong confidentiality and privacy guarantees to billions of users worldwide. However, the current push towards widespread integration of…

Cryptography and Security · Computer Science 2025-03-25 Mallory Knodel , Andrés Fábrega , Daniella Ferrari , Jacob Leiken , Betty Li Hou , Derek Yen , Sam de Alfaro , Kyunghyun Cho , Sunoo Park

Rapid advancements in foundation models, including Large Language Models, Vision-Language Models, Multimodal Large Language Models, and Vision-Language-Action Models, have opened new avenues for embodied AI in mobile service robotics. By…

Robotics · Computer Science 2026-03-11 Matthew Lisondra , Beno Benhabib , Goldie Nejat

Research on geospatial foundation models (GFMs) has become a trending topic in geospatial artificial intelligence (AI) research due to their potential for achieving high generalizability and domain adaptability, reducing model training…

Computer Vision and Pattern Recognition · Computer Science 2024-09-04 Chia-Yu Hsu , Wenwen Li , Sizhe Wang

Mental health disorders create profound personal and societal burdens, yet conventional diagnostics are resource-intensive and limit accessibility. Advances in artificial intelligence, particularly natural language processing and multimodal…

Computation and Language · Computer Science 2025-08-26 Aishik Mandal , Tanmoy Chakraborty , Iryna Gurevych

The integration of artificial intelligence, especially large language models in robotics, has led to rapid advancements in the field. We are now observing an unprecedented surge in the use of robots in our daily lives. The development and…

Robotics · Computer Science 2024-09-17 Diba Afroze , Yazhou Tu , Xiali Hei

Artificial intelligence is humanity's most promising technology because of the remarkable capabilities offered by foundation models. Yet, the same technology brings confusion and consternation: foundation models are poorly understood and…

Artificial Intelligence · Computer Science 2025-07-01 Rishi Bommasani

As generative AI (GenAI) systems become increasingly prevalent across various technological stacks, the question of how such systems handle sensitive and personal data flows becomes increasingly important. Specifically, both the ability to…

Cryptography and Security · Computer Science 2026-03-09 Qianying Liao , Jonah Bellemans , Laurens Sion , Xue Jiang , Dmitrii Usynin , Xuebing Zhou , Dimitri Van Landuyt , Lieven Desmet , Wouter Joosen

Deep learning has transformed AI applications but faces critical security challenges, including adversarial attacks, data poisoning, model theft, and privacy leakage. This survey examines these vulnerabilities, detailing their mechanisms…

Recent decisions by leading AI labs to either open-source their models or to restrict access to their models has sparked debate about whether, and how, increasingly capable AI models should be shared. Open-sourcing in AI typically refers to…

Artificial Intelligence (AI) has emerged as a key technology, driving advancements across a range of applications. Its integration into modern autonomous systems requires assuring safety. However, the challenge of assuring safety in systems…

Machine Learning · Computer Science 2024-12-19 Ronald Schnitzer , Lennart Kilian , Simon Roessner , Konstantinos Theodorou , Sonja Zillner

Artificial Intelligence (AI) is rapidly being integrated into critical systems across various domains, from healthcare to autonomous vehicles. While its integration brings immense benefits, it also introduces significant risks, including…

Computers and Society · Computer Science 2025-06-25 Zhiqiang Lin , Huan Sun , Ness Shroff

Privacy concerns and fears of unauthorized access in smart home devices often stem from misunderstandings about how data is collected, used, and protected. This study explores how AI-powered tools can offer innovative privacy protections…

Human-Computer Interaction · Computer Science 2025-09-18 Wael Albayaydh , Ivan Flechais , Rui Zhao , Jood Albayaydh

This paper assesses trending AI foundation models, especially emerging computer vision foundation models and their performance in natural landscape feature segmentation. While the term foundation model has quickly garnered interest from the…

This paper describes spatially aware Artificial Intelligence, GeoAI, tailored for small organizations such as NGOs in resource constrained contexts where access to large datasets, expensive compute infrastructure and AI expertise may be…

GeoAI has emerged as an exciting interdisciplinary research area that combines spatial theories and data with cutting-edge AI models to address geospatial problems in a novel, data-driven manner. While GeoAI research has flourished in the…

Computer Vision and Pattern Recognition · Computer Science 2024-04-23 Wenwen Li , Chia-Yu Hsu , Sizhe Wang , Peter Kedron

Large Language Models (LLMs) are transforming geospatial artificial intelligence (GeoAI), offering new capabilities in data processing, spatial analysis, and decision support. This paper examines the open-source paradigm's critical role in…

Computers and Society · Computer Science 2025-07-08 Xiao Huang , Zhengzhong Tu , Xinyue Ye , Michael Goodchild

Artificial Intelligence (AI) has rapidly evolved over the past decade and has advanced in areas such as language comprehension, image and video recognition, programming, and scientific reasoning. Recent AI technologies based on large…

Machine Learning · Computer Science 2024-10-30 Jonghong Jeon
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