4 papers
DGSAM: Domain Generalization via Individual Sharpness-Aware Minimization
Youngjun Song, Youngsik Hwang, Jonghun Lee +2
Domain generalization (DG) aims to learn models that perform well on unseen target domains by training on multiple source domains. Sharpness-Aware Minimization (SAM), known for fin…
Temporal Grounding of Activities using Multimodal Large Language Models
Young Chol Song
Temporal grounding of activities, the identification of specific time intervals of actions within a larger event context, is a critical task in video understanding. Recent advancem…
GNN-based Probabilistic Supply and Inventory Predictions in Supply Chain Networks
Hyung-il Ahn, Young Chol Song, Santiago Olivar +2
Successful supply chain optimization must mitigate imbalances between supply and demand over time. While accurate demand prediction is essential for supply planning, it alone does…
Generative Probabilistic Planning for Optimizing Supply Chain Networks
Hyung-il Ahn, Santiago Olivar, Hershel Mehta +1
Supply chain networks in enterprises are typically composed of complex topological graphs involving various types of nodes and edges, accommodating numerous products with considera…