3 papers
cs.LG2025
SloMo-Fast: Slow-Momentum and Fast-Adaptive Teachers for Source-Free Continual Test-Time Adaptation
Md Akil Raihan Iftee, Mir Sazzat Hossain, Rakibul Hasan Rajib +5
Continual Test-Time Adaptation (CTTA) is crucial for deploying models in real-world applications with unseen, evolving target domains. Existing CTTA methods, however, often rely on…
cs.CL2025
BAPPA: Benchmarking Agents, Plans, and Pipelines for Automated Text-to-SQL Generation
Fahim Ahmed, Md Mubtasim Ahasan, Jahir Sadik Monon +4
Text-to-SQL systems provide a natural language interface that can enable even laymen to access information stored in databases. However, existing Large Language Models (LLM) strugg…
cs.LG2025
FedCTTA: A Collaborative Approach to Continual Test-Time Adaptation in Federated Learning
Rakibul Hasan Rajib, Md Akil Raihan Iftee, Mir Sazzat Hossain +4
Federated Learning (FL) enables collaborative model training across distributed clients without sharing raw data, making it ideal for privacy-sensitive applications. However, FL mo…