New Framework
Recent research focuses on developing versatile frameworks for various tasks, primarily aiming to improve efficiency, reproducibility, and accessibility within their respective domains. These frameworks leverage diverse techniques, including programmatic data generation for LLMs, deep learning architectures for image and audio processing, and reinforcement learning for optimization and automated testing. The resulting advancements enhance the development and evaluation of AI models, improve the reliability of benchmarking processes, and offer new tools for diverse applications ranging from healthcare diagnostics to autonomous vehicle navigation.
Papers
Fighting Sampling Bias: A Framework for Training and Evaluating Credit Scoring Models
Nikita Kozodoi, Stefan Lessmann, Morteza Alamgir, Luis Moreira-Matias, Konstantinos Papakonstantinou
A Framework for testing Federated Learning algorithms using an edge-like environment
Felipe Machado Schwanck, Marcos Tomazzoli Leipnitz, Joel Luís Carbonera, Juliano Araujo Wickboldt
TelecomGPT: A Framework to Build Telecom-Specfic Large Language Models
Hang Zou, Qiyang Zhao, Yu Tian, Lina Bariah, Faouzi Bader, Thierry Lestable, Merouane Debbah
Detect, Investigate, Judge and Determine: A Novel LLM-based Framework for Few-shot Fake News Detection
Ye Liu, Jiajun Zhu, Kai Zhang, Haoyu Tang, Yanghai Zhang, Xukai Liu, Qi Liu, Enhong Chen
A Framework for Multimodal Medical Image Interaction
Laura Schütz, Sasan Matinfar, Gideon Schafroth, Navid Navab, Merle Fairhurst, Arthur Wagner, Benedikt Wiestler, Ulrich Eck, Nassir Navab
Teacher agency in the age of generative AI: towards a framework of hybrid intelligence for learning design
Thomas B Frøsig, Margarida Romero
EHRmonize: A Framework for Medical Concept Abstraction from Electronic Health Records using Large Language Models
João Matos, Jack Gallifant, Jian Pei, A. Ian Wong
BMW Agents -- A Framework For Task Automation Through Multi-Agent Collaboration
Noel Crawford, Edward B. Duffy, Iman Evazzade, Torsten Foehr, Gregory Robbins, Debbrata Kumar Saha, Jiya Varma, Marcin Ziolkowski