no code implementations • 29 Jan 2024 • Yun Young Choi, Minho Lee, Sun Woo Park, Seunghwan Lee, Joohwan Ko
The Cy2Mixer is composed of three blocks based on MLPs: A message-passing block for encapsulating spatial information, a cycle message-passing block for enriching topological information through cyclic subgraphs, and a temporal block for capturing temporal properties.
Ranked #2 on Traffic Prediction on PeMS04
no code implementations • 19 Jan 2024 • Joohwan Ko, Kyurae Kim, Woo Chang Kim, Jacob R. Gardner
In fact, recent computational complexity results for BBVI have established that full-rank variational families scale poorly with the dimensionality of the problem compared to e. g. mean field families.
no code implementations • 11 Nov 2023 • Joohwan Ko, Andrew A. Li
Naturally, accurate estimation of these models from data is a critical step in the application of these optimization problems in practice.
1 code implementation • 4 Oct 2023 • Minsu Kim, Joohwan Ko, Taeyoung Yun, Dinghuai Zhang, Ling Pan, Woochang Kim, Jinkyoo Park, Emmanuel Bengio, Yoshua Bengio
We find that the challenge is greatly reduced if a learned function of the temperature is used to scale the policy's logits directly.