Sungryull Sohn

Orcid: 0000-0001-7733-4293

Affiliations:
  • University of Michigan, Ann Arbor, MI, USA.
  • Korea Advanced Institute of Science and Technology, Department of Electrical Engineering, South Korea


According to our database1, Sungryull Sohn authored at least 27 papers between 2013 and 2024.

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Bibliography

2024
AutoGuide: Automated Generation and Selection of State-Aware Guidelines for Large Language Model Agents.
CoRR, 2024

Unsupervised Object Interaction Learning with Counterfactual Dynamics Models.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
Code Models are Zero-shot Precondition Reasoners.
CoRR, 2023

MultiPrompter: Cooperative Prompt Optimization with Multi-Agent Reinforcement Learning.
CoRR, 2023

Multimodal Subtask Graph Generation from Instructional Videos.
CoRR, 2023

SafeDICE: Offline Safe Imitation Learning with Non-Preferred Demonstrations.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning.
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

TOD-Flow: Modeling the Structure of Task-Oriented Dialogues.
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

A Picture is Worth a Thousand Words: Language Models Plan from Pixels.
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

Unsupervised Task Graph Generation from Instructional Video Transcripts.
Proceedings of the Findings of the Association for Computational Linguistics: ACL 2023, 2023

2022
Fast inference and transfer of compositional task structures for few-shot task generalization.
Proceedings of the Uncertainty in Artificial Intelligence, 2022

Learning Parameterized Task Structure for Generalization to Unseen Entities.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021
Multi-task Hierarchical Reinforcement Learning for Compositional Tasks.
PhD thesis, 2021

Successor Feature Landmarks for Long-Horizon Goal-Conditioned Reinforcement Learning.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Reinforcement Learning for Sparse-Reward Object-Interaction Tasks in a First-person Simulated 3D Environment.
Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021

Shortest-Path Constrained Reinforcement Learning for Sparse Reward Tasks.
Proceedings of the 38th International Conference on Machine Learning, 2021

2020
Reinforcement Learning for Sparse-Reward Object-Interaction Tasks in First-person Simulated 3D Environments.
CoRR, 2020

BRPO: Batch Residual Policy Optimization.
Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

Meta Reinforcement Learning with Autonomous Inference of Subtask Dependencies.
Proceedings of the 8th International Conference on Learning Representations, 2020

2019
Revisiting Gist-PCA Hashing for Near Duplicate Image Detection.
J. Signal Process. Syst., 2019

2018
Multitask Reinforcement Learning for Zero-shot Generalization with Subtask Dependencies.
CoRR, 2018

Hierarchical Reinforcement Learning for Zero-shot Generalization with Subtask Dependencies.
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

2017
Uncorrelated Component Analysis-Based Hashing.
IEEE Trans. Image Process., 2017

Learning to Generate Long-term Future via Hierarchical Prediction.
Proceedings of the 34th International Conference on Machine Learning, 2017

2016
Supervised Hashing via Uncorrelated Component Analysis.
Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

2015
Facial age estimation via extended curvature Gabor filter.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

2013
High-definition video-based multi-channel top-view vehicle surrounding monitoring system for mobile navigation devices.
Proceedings of the IEEE International Conference on Consumer Electronics, 2013


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