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cs.LG2025★ 1 cited
Get Global Guarantees: On the Probabilistic Nature of Perturbation Robustness
Wenchuan Mu, Kwan Hui Lim
In safety-critical deep learning applications, robustness measures the ability of neural models that handle imperceptible perturbations in input data, which may lead to potential s…
cs.LG2024
Spatial-Temporal Graph Representation Learning for Tactical Networks Future State Prediction
Junhua Liu, Justin Albrethsen, Lincoln Goh +2
Resource allocation in tactical ad-hoc networks presents unique challenges due to their dynamic and multi-hop nature. Accurate prediction of future network connectivity is essentia…
cs.LG2023★ 3 cited
BTRec: BERT-Based Trajectory Recommendation for Personalized Tours
Ngai Lam Ho, Roy Ka-Wei Lee, Kwan Hui Lim
An essential task for tourists having a pleasant holiday is to have a well-planned itinerary with relevant recommendations, especially when visiting unfamiliar cities. Many tour re…