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S-CLIP: Semi-supervised Vision-Language Pre-training using Few Specialist Captions


May 23, 2023
Sangwoo Mo, Minkyu Kim, Kyungmin Lee, Jinwoo Shin

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IFSeg: Image-free Semantic Segmentation via Vision-Language Model


Mar 25, 2023
Sukmin Yun, Seong Hyeon Park, Paul Hongsuck Seo, Jinwoo Shin

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* Accepted to CVPR 2023 

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Enhancing Multiple Reliability Measures via Nuisance-extended Information Bottleneck


Mar 24, 2023
Jongheon Jeong, Sihyun Yu, Hankook Lee, Jinwoo Shin

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* 25 pages; CVPR 2023 

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Imitating Graph-Based Planning with Goal-Conditioned Policies


Mar 20, 2023
Junsu Kim, Younggyo Seo, Sungsoo Ahn, Kyunghwan Son, Jinwoo Shin

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* Accepted to ICLR 2023 

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Guiding Energy-based Models via Contrastive Latent Variables


Mar 06, 2023
Hankook Lee, Jongheon Jeong, Sejun Park, Jinwoo Shin

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* Accepted to ICLR 2023 (Spotlight). The code is available at https://github.com/hankook/CLEL 

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Unsupervised Meta-Learning via Few-shot Pseudo-supervised Contrastive Learning


Mar 02, 2023
Huiwon Jang, Hankook Lee, Jinwoo Shin

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* Accepted to ICLR 2023 (Spotlight). The first two authors contributed equally. The code is available at https://github.com/alinlab/PsCo 

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Preference Transformer: Modeling Human Preferences using Transformers for RL


Mar 02, 2023
Changyeon Kim, Jongjin Park, Jinwoo Shin, Honglak Lee, Pieter Abbeel, Kimin Lee

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* Project website: https://sites.google.com/view/preference-transformer. Accepted to ICLR 2023 

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STUNT: Few-shot Tabular Learning with Self-generated Tasks from Unlabeled Tables


Mar 02, 2023
Jaehyun Nam, Jihoon Tack, Kyungmin Lee, Hankook Lee, Jinwoo Shin

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* ICLR 2023 (Spotlight) 

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Video Probabilistic Diffusion Models in Projected Latent Space


Feb 15, 2023
Sihyun Yu, Kihyuk Sohn, Subin Kim, Jinwoo Shin

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* Project page: https://sihyun.me/PVDM 

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Multi-View Masked World Models for Visual Robotic Manipulation


Feb 05, 2023
Younggyo Seo, Junsu Kim, Stephen James, Kimin Lee, Jinwoo Shin, Pieter Abbeel

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* First two authors contributed equally. Project webpage: https://sites.google.com/view/mv-mwm 

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