4 papers
DomiKnowS: A Library for Integration of Symbolic Domain Knowledge in Deep Learning
Hossein Rajaby Faghihi, Quan Guo, Andrzej Uszok +3
We demonstrate a library for the integration of domain knowledge in deep learning architectures. Using this library, the structure of the data is expressed symbolically via graph d…
Towards Navigation by Reasoning over Spatial Configurations
Yue Zhang, Quan Guo, Parisa Kordjamshidi
We deal with the navigation problem where the agent follows natural language instructions while observing the environment. Focusing on language understanding, we show the importanc…
Cross-Modality Relevance for Reasoning on Language and Vision
Chen Zheng, Quan Guo, Parisa Kordjamshidi
This work deals with the challenge of learning and reasoning over language and vision data for the related downstream tasks such as visual question answering (VQA) and natural lang…
A Multi-Modal Chinese Poetry Generation Model
Dayiheng Liu, Quan Guo, Wubo Li +1
Recent studies in sequence-to-sequence learning demonstrate that RNN encoder-decoder structure can successfully generate Chinese poetry. However, existing methods can only generate…