Sungryull Sohn
21 papers · 2017–2026 · 11 conferences · across top CS/AI conferences
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Keywords
large language model
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subtask graph
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policy learning
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policy optimization
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unsupervised learning
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sparse reward
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self-supervised learning
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video prediction
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task-oriented dialogue
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Papers
Beyond Blind Following: Evaluating Robustness of LLM Agents under Imperfect Guidance
EACL 2026
Scalable Video-to-Dataset Generation for Cross-Platform Mobile Agents
CVPR 2025
Interactive and Expressive Code-Augmented Planning with Large Language Models
ACL 2025
Unsupervised Object Interaction Learning with Counterfactual Dynamics Models
AAAI 2024
Auto-Intent: Automated Intent Discovery and Self-Exploration for Large Language Model Web Agents
EMNLP 2024
AutoGuide: Automated Generation and Selection of Context-Aware Guidelines for Large Language Model Agents
NIPS 2024
Code Models are Zero-shot Precondition Reasoners
NAACL 2024
From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning
EMNLP 2023
SafeDICE: Offline Safe Imitation Learning with Non-Preferred Demonstrations
NIPS 2023
Unsupervised Task Graph Generation from Instructional Video Transcripts
ACL 2023
TOD-Flow: Modeling the Structure of Task-Oriented Dialogues
EMNLP 2023
A Picture is Worth a Thousand Words: Language Models Plan from Pixels
EMNLP 2023
Learning Parameterized Task Structure for Generalization to Unseen Entities
AAAI 2022
Fast inference and transfer of compositional task structures for few-shot task generalization
UAI 2022
Reinforcement Learning for Sparse-Reward Object-Interaction Tasks in a First-person Simulated 3D Environment
IJCAI 2021
Successor Feature Landmarks for Long-Horizon Goal-Conditioned Reinforcement Learning
NIPS 2021
Shortest-Path Constrained Reinforcement Learning for Sparse Reward Tasks
ICML 2021
BRPO: Batch Residual Policy Optimization
IJCAI 2020
Meta Reinforcement Learning with Autonomous Inference of Subtask Dependencies
ICLR 2020
Hierarchical Reinforcement Learning for Zero-shot Generalization with Subtask Dependencies
NIPS 2018
Learning to Generate Long-term Future via Hierarchical Prediction
ICML 2017