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Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos



Gautam Singh , Yi-Fu Wu , Sungjin Ahn


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TransDreamer: Reinforcement Learning with Transformer World Models



Chang Chen , Yi-Fu Wu , Jaesik Yoon , Sungjin Ahn

* Deep RL Workshop NeurIPS 2021 

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Illiterate DALL-E Learns to Compose



Gautam Singh , Fei Deng , Sungjin Ahn


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DreamerPro: Reconstruction-Free Model-Based Reinforcement Learning with Prototypical Representations



Fei Deng , Ingook Jang , Sungjin Ahn


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Generative Video Transformer: Can Objects be the Words?



Yi-Fu Wu , Jaesik Yoon , Sungjin Ahn

* Published in ICML 2021 

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Structured World Belief for Reinforcement Learning in POMDP



Gautam Singh , Skand Peri , Junghyun Kim , Hyunseok Kim , Sungjin Ahn

* Published in ICML 2021 

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Generative Neurosymbolic Machines



Jindong Jiang , Sungjin Ahn

* Accepted in NeurIPS as spotlight 

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Improving Generative Imagination in Object-Centric World Models



Zhixuan Lin , Yi-Fu Wu , Skand Peri , Bofeng Fu , Jindong Jiang , Sungjin Ahn

* Accepted in ICML 2020 

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Robustifying Sequential Neural Processes



Jaesik Yoon , Gautam Singh , Sungjin Ahn

* Accepted in ICML 2020 

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Learning to Infer 3D Object Models from Images



Chang Chen , Fei Deng , Sungjin Ahn

* First two authors contributed equally 

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