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cs.LG2026
Training-free Task Classification for Multi-Task Model Merging
Jungyong Son, Jinwook Jung, Sungyong Baik
Ever since the advent of foundation models and the pre-training-finetuning paradigm, there have been numerous efforts to merge multiple task-specific experts into a single multi-ta…
cs.LG2026
Bilinear Coordinate Alignment for Training-Free Task-Vector Transfer
Jungyong Son, Jinwook Jung, Minhee Park +1
Fine-tuning large-scale pre-trained models is a recent prevalent paradigm for adapting general representations to specialized tasks. However, when a new version of a pre-trained mo…
cs.LG2025
AIS-LLM: A Unified Framework for Maritime Trajectory Prediction, Anomaly Detection, and Collision Risk Assessment with Explainable Forecasting
Hyobin Park, Jinwook Jung, Minseok Seo +4
With the increase in maritime traffic and the mandatory implementation of the Automatic Identification System (AIS), the importance and diversity of maritime traffic analysis tasks…