no code implementations • 5 Sep 2023 • Siyang Jiang, Rui Fang, Hsi-Wen Chen, Wei Ding, Ming-Syan Chen
The key feature of RSQS is that the individual samples in a meta-task are subjected to multiple distribution shifts in each meta-task.
1 code implementation • 8 May 2022 • Siyang Jiang, Wei Ding, Hsi-Wen Chen, Ming-Syan Chen
Few-shot learning methods aim to embed the data to a low-dimensional embedding space and then classify the unseen query data to the seen support set.
no code implementations • 29 Sep 2021 • Jian Hu, Siyang Jiang, Seth Austin Harding, Haibin Wu, Shih-wei Liao
QMIX, a popular MARL algorithm based on the monotonicity constraint, has been used as a baseline for the benchmark environments, such as Starcraft Multi-Agent Challenge (SMAC), Predator-Prey (PP).
2 code implementations • 6 Feb 2021 • Jian Hu, Siyang Jiang, Seth Austin Harding, Haibin Wu, Shih-wei Liao
Multi-Agent Reinforcement Learning (MARL) has seen revolutionary breakthroughs with its successful application to multi-agent cooperative tasks such as computer games and robot swarms.