Search Results for author: Tiancheng Huang

Found 3 papers, 1 papers with code

Learning to Evolve on Dynamic Graphs

1 code implementation13 Nov 2021 Xintao Xiang, Tiancheng Huang, Donglin Wang

In this paper, we propose Learning to Evolve on Dynamic Graphs (LEDG) - a novel algorithm that jointly learns graph information and time information.

Meta-Learning Representation Learning

DA-HGT: Domain Adaptive Heterogeneous Graph Transformer

no code implementations10 Dec 2020 Tiancheng Huang, Ke Xu, Donglin Wang

Domain adaptation using graph networks learns label-discriminative and network-invariant node embeddings by sharing graph parameters.

Domain Adaptation Transfer Learning

Hierarchical Reinforcement Learning in StarCraft II with Human Expertise in Subgoals Selection

no code implementations8 Aug 2020 Xinyi Xu, Tiancheng Huang, Pengfei Wei, Akshay Narayan, Tze-Yun Leong

This work is inspired by recent advances in hierarchical reinforcement learning (HRL) (Barto and Mahadevan 2003; Hengst 2010), and improvements in learning efficiency from heuristic-based subgoal selection, experience replay (Lin 1993; Andrychowicz et al. 2017), and task-based curriculum learning (Bengio et al. 2009; Zaremba and Sutskever 2014).

Curriculum Learning Decision Making +3

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