no code implementations • 22 Nov 2024 • Ziyao Li, Shang-Ling Hsu, Cyrus Shahabi
To address this challenge, we propose a model designed to predict a new POI outside the training data as long as its context is aligned with the user's interests.
1 code implementation • 7 Nov 2024 • Shang-Ling Hsu, Emmanuel Tung, John Krumm, Cyrus Shahabi, Khurram Shafique
TrajGPT integrates the spatial and temporal models in a transformer architecture through a Bayesian probability model that ensures that the gaps in a visit sequence are filled in a spatiotemporally consistent manner.
no code implementations • 15 May 2023 • Shang-Ling Hsu, Raj Sanjay Shah, Prathik Senthil, Zahra Ashktorab, Casey Dugan, Werner Geyer, Diyi Yang
Millions of users come to online peer counseling platforms to seek support.
1 code implementation • 6 May 2022 • Tianle Li, Yushi Sun, Shang-Ling Hsu, Yanjia Li, Raymond Chi-Wing Wong
The heterogeneity in both news content and the relationship with other entities in social networks brings challenges to designing a model that comprehensively captures the local multi-modal semantics of entities in social networks and the global structural representation of the propagation patterns, so as to classify fake news effectively and accurately.
no code implementations • 16 Jan 2022 • Bo-Ying Su, Shang-Ling Hsu, Kuan-Yin Lai, Amarnath Gupta
Moreover, our architecture uses Multilayer Perceptrons (MLP) with biaffine attention to predict arcs and relation labels separately, improving relation detecting accuracy by exploiting the two-sided nature of temporal relationships.
no code implementations • 2 Dec 2021 • Bo-Ying Su, Shang-Ling Hsu, Kuan-Yin Lai, Jane Yung-jen Hsu
In the inference phase, SMARTER generates a temporal relation graph by executing the logical form.