no code implementations • 30 Jan 2024 • Chanyoung Chung, Georgios Georgakis, Patrick Spieler, Curtis Padgett, Ali Agha, Shehryar Khattak
We experimentally validate the applicability of our proposed approach for autonomous offroad robotic navigation in complex and unstructured terrain using real-world offroad driving data.
1 code implementation • 31 May 2023 • Jaejun Lee, Chanyoung Chung, Joyce Jiyoung Whang
In this paper, we propose an INductive knowledge GRAph eMbedding method, InGram, that can generate embeddings of new relations as well as new entities at inference time.
1 code implementation • 29 May 2023 • Chanyoung Chung, Jaejun Lee, Joyce Jiyoung Whang
By learning compact representations of triplets and qualifiers and feeding them into the transformers, we reduce the computation cost of using transformers.
1 code implementation • 6 Feb 2023 • Chanyoung Chung, Joyce Jiyoung Whang
We define a bi-level knowledge graph that consists of the base-level and the higher-level triplets.
2 code implementations • 4 Jan 2023 • Hyunki Seong, Chanyoung Chung, David Hyunchul Shim
In this letter, we propose a model parameter identification method via a hyperparameter optimization scheme (MI-HPO).