3 citations · 6 across the 7 of their papers we have counts for
7 papers
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…
A Social Data-Driven System for Identifying Estate-related Events and Topics
Wenchuan Mu, Menglin Li, Kwan Hui Lim
Social media platforms such as Twitter and Facebook have become deeply embedded in our everyday life, offering a dynamic stream of localized news and personal experiences. The ubiq…
From Intents to Conversations: Generating Intent-Driven Dialogues with Contrastive Learning for Multi-Turn Classification
Junhua Liu, Yong Keat Tan, Bin Fu +1
In conversational AI systems, a critical challenge in training effective multi-turn intent classification models lies in the generation of large-scale, domain-specific, multilingua…
Towards Precise Observations of Neural Model Robustness in Classification
Wenchuan Mu, Kwan Hui Lim
In deep learning applications, robustness measures the ability of neural models that handle slight changes in input data, which could lead to potential safety hazards, especially i…
Label-Free Topic-Focused Summarization Using Query Augmentation
Wenchuan Mu, Kwan Hui Lim
In today's data and information-rich world, summarization techniques are essential in harnessing vast text to extract key information and enhance decision-making and efficiency. In…
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…
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…