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Sungryull Sohn
Sungryull Sohn
Research Scientist, LG AI Research
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Learning to generate long-term future via hierarchical prediction
R Villegas, J Yang, Y Zou, S Sohn, X Lin, H Lee
international conference on machine learning, 3560-3569, 2017
4262017
Hierarchical reinforcement learning for zero-shot generalization with subtask dependencies
S Sohn, J Oh, H Lee
Neural Information Processing Systems (NeurIPS), 2018., 2018
1012018
Method of fitting virtual item using human body model and system for providing fitting service of virtual item
HW Kim, SW Lee, KN Kim, JS Choi, BK Koo, KS Cho, TJ Kim, SR Sohn, ...
US Patent 9,607,419, 2017
762017
Meta reinforcement learning with autonomous inference of subtask dependencies
S Sohn, H Woo, J Choi, H Lee
International Conference on Learning Representation (ICLR), 2020, 2020
512020
Successor feature landmarks for long-horizon goal-conditioned reinforcement learning
C Hoang, S Sohn, J Choi, W Carvalho, H Lee
Advances in neural information processing systems 34, 26963-26975, 2021
262021
Smart device and virtual experience providing server providing virtual experience service method using digitalexperience service method using digital clothes
HW Kim, KS Cho, TJ Kim, SR Sohn, JS Choi, BK Koo, KN Kim
US Patent App. 14/668,658, 2015
232015
Reinforcement Learning for Sparse-Reward Object-Interaction Tasks in First-person Simulated 3D Environments
W Carvalho, A Liang, K Lee, S Sohn, H Lee, RL Lewis, S Singh
International Joint Conferences on Artificial Intelligence (IJCAI), 2021, 2020
122020
Facial age estimation via extended curvature Gabor filter
J Kim, D Han, S Sohn, J Kim
IEEE international conference on image processing (ICIP), 2015, 1165-1169, 2015
112015
Apparatus and method of reconstructing 3D clothing model
TJ Kim, HW Kim, SR Sohn, KS Cho, KN Kim, JS Choi, BK Koo
US Patent 9,542,769, 2017
102017
Unsupervised task graph generation from instructional video transcripts
L Logeswaran, S Sohn, Y Jang, M Lee, H Lee
arXiv preprint arXiv:2302.09173, 2023
82023
Revisiting Gist-PCA hashing for near duplicate image detection
H Kim, SR Sohn, J Kim
Journal of Signal Processing Systems 91, 575-586, 2019
82019
Multimodal subtask graph generation from instructional videos
Y Jang, S Sohn, L Logeswaran, T Luo, M Lee, H Lee
arXiv preprint arXiv:2302.08672, 2023
62023
Fast inference and transfer of compositional task structures for few-shot task generalization
S Sohn, H Woo, J Choi, L Qiang, I Gur, A Faust, H Lee
Uncertainty in Artificial Intelligence, 1857-1865, 2022
62022
Learning parameterized task structure for generalization to unseen entities
A Liu, S Sohn, M Qazwini, H Lee
Proceedings of the AAAI Conference on Artificial Intelligence 36 (7), 7534-7541, 2022
52022
Shortest-Path Constrained Reinforcement Learning for Sparse Reward Tasks
S Sohn, S Lee, J Choi, H van Seijen, M Fatemi, H Lee
International Conference on Machine Learning (ICML), 2021, 2021
42021
A picture is worth a thousand words: Language models plan from pixels
AZ Liu, L Logeswaran, S Sohn, H Lee
arXiv preprint arXiv:2303.09031, 2023
32023
Supervised hashing via uncorrelated component analysis
SR Sohn, H Kim, J Kim
Proceedings of the AAAI Conference on Artificial Intelligence 30 (1), 2016
32016
Code Models are Zero-shot Precondition Reasoners
L Logeswaran, S Sohn, Y Lyu, AZ Liu, DK Kim, D Shim, M Lee, H Lee
arXiv preprint arXiv:2311.09601, 2023
12023
From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning
Z Zhang, S Storks, F Hu, S Sohn, M Lee, H Lee, J Chai
arXiv preprint arXiv:2310.18364, 2023
12023
ReSPack: A Large-Scale Rectilinear Steiner Tree Packing Data Generator and Benchmark
K Lee, Y Park, HS Jeong, S Hong, D Yoon, S Sohn, M Kim, H Ko, M Lee, ...
NeurIPS 2022 Workshop on Synthetic Data for Empowering ML Research, 2022
12022
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