[HTML][HTML] TODEAR: Promoting Explainable TKG Reasoning through Temporal Offset Enhanced Dynamic Embedding and Adaptive Reinforcement Learning

Y Qian, F Sun, X Wang, L Pan - Information Sciences, 2024 - Elsevier
Abstract Recently, Reinforcement Learning (RL) is utilized in Temporal Knowledge Graph
(TKG) reasoning to generate analyzable reasoning paths, which achieves explainable …

Towards More Efficient Insertion Transformer with Fractional Positional Encoding

Z Zhang, Y Zhang, B Dolan - arXiv preprint arXiv:2112.06295, 2021 - arxiv.org
Auto-regressive neural sequence models have been shown to be effective across text
generation tasks. However, their left-to-right decoding order prevents generation from being …