News

• Our paper, TransDreamer: Reinforcement Learning with Transformer World Models is accepted in Deep RL workshop in NeurIPS 2021! pdf

• Our paper, Generative Video Transformer: Can Objects be the Words? got accepted in ICML 2021! arxiv

• The Robustifying Sequential Neural Processes ASNP-RMR code is released. code

• Our paper, Robustifying Sequential Neural Processes got accepted in ICML 2020. arxiv

• The Sequential Neural Processes code for 1D and 2D task is released. code

• Our paper, Sequential Neural Processes is accepted in NeurIPS 2019 as a SPOTLIGHT paper.

• Our paper, Sequential Neural Processes is opened. arxiv / blog

• The Bayesian MAML code for regression and RL task is released. 1D code / RL code

• Our paper, One-Shot Learning for Text-to-SQL Generation is opened. arxiv

• Our paper, Bayesian Model-Agnostic Meta-Learning is accepted in NeurIPS 2018 as a SPOTLIGHT paper.

• Our paper, Bayesian Model-Agnostic Meta-Learning is opened. arxiv

Publications

• TransDreamer: Reinforcement Learning with Transformer World Models

C. Chen*, Yi-Fu Wu*, J. Yoon*, S. Ahn

[Deep RL NeurIPS 2021] [arxiv]

• Generative Video Transformer: Can Objects be the Words?

Yi-Fu Wu, J. Yoon, S. Ahn

[ICML 2021] [pdf]

• Robustifying Sequential Neural Processes

J. Yoon, G. Singh, S. Ahn

[ICML 2020] [pdf] / [code]

• Sequential Neural Processes

G. Singh*, J. Yoon*, Y. Son, S. Ahn (* indicates equal contribution)

[NeurIPS 2019][Spotlight (top 2.4% = 164/6743)] [pdf] / [blog] / [code]

• One-Shot Learning for Text-to-SQL Generation

D. Lee, J. Yoon, J. Song, S. Lee, S. Yoon

[arxiv preprint]

• Bayesian Model-Agnostic Meta Learning

J. Yoon*, T. Kim*, O. Dia, S. Kim, Y. Bengio, S. Ahn (* indicates equal contribution)

[NeurIPS 2018][Spotlight (top 3.5% = 168/4856)] [oral] / [pdf] / [code] / [code]

• A hierarchical-structured dictionary learning for image classification

J. Yoon, J. Choi, C.D. Yoo

[ICIP 2014][Oral] [pdf]

Reproducing the published papers or Interesting tries

• Stein Variational Policy Gradient [code]

• Asynchronous Advantage Actor-Critic Algorithm (A3C) [code]

• Programmable Agents [code]

• Visual Interaction Networks [code]

• Interaction Networks for Learning about Objects, Relations and Physics [code]

• PathNet: Evolution Channels Gradient Descent in Super Neural Networks [code]

• Tree Structured Group Lasso [code]

• Distributed Docker to develop Machine Learning with GPUs [code]

• Adversarial attack to Capsule Network [code]

• Adversarial attack based adversarial example generator (NIPS 2017 Adversarial Attack Competition 18th ranked) [code]

• Generative Adversarial Networks (GAN) modeling for sequential data [code]

• Asynchronous Deep Deterministic Policy Gradient (DDPG)[code]

Talks

• Bayesian Meta-Learning, SAP Conference on Machine Learning (CML) (May, 2021)

• (Robustifying) Sequential Neural Processes, NOTA (Jun, 2020)

• Adversarial Attacks, Naver (Dec 2017), IITP (Nov 2018)

Services

• Reviewer: Neurips 2020-2021, ICLR 2021, ICML 2021-2022