3 papers
cs.LG2026
Bridging Local and Global Knowledge: Cascaded Mixture-of-Experts Learning for Near-Shortest Path Routing
Yung-Fu Chen, Anish Arora
While deep learning models that leverage local features have demonstrated significant potential for near-optimal routing in dense Euclidean graphs, they struggle to generalize well…
cs.LG2025
Knowledge-Guided Machine Learning for Stabilizing Near-Shortest Path Routing
Yung-Fu Chen, Sen Lin, Anish Arora
We propose a simple algorithm that needs only a few data samples from a single graph for learning local routing policies that generalize across a rich class of geometric random gra…
cs.NI2025
MILAAP: Mobile Link Allocation via Attention-based Prediction
Yung-Fu Chen, Anish Arora
Channel hopping (CS) communication systems must adapt to interference changes in the wireless network and to node mobility for maintaining throughput efficiency. Optimal scheduling…