Search Results for author: Chan Kim

Found 6 papers, 2 papers with code

SeRO: Self-Supervised Reinforcement Learning for Recovery from Out-of-Distribution Situations

1 code implementation7 Nov 2023 Chan Kim, Jaekyung Cho, Christophe Bobda, Seung-Woo Seo, Seong-Woo Kim

Moreover, we show that our method can retrain the agent to recover from OOD situations even when in-distribution states are difficult to visit through exploration.

Reinforcement Learning of Display Transfer Robots in Glass Flow Control Systems: A Physical Simulation-Based Approach

no code implementations12 Oct 2023 Hwajong Lee, Chan Kim, Seong-Woo Kim

We present a model and parameter setting to build a virtual environment for different display transfer robots, and training methods of reinforcement learning on the environment to obtain an optimal scheduling of glass flow control systems.

reinforcement-learning Scheduling

Time Series Forecasting with Hypernetworks Generating Parameters in Advance

no code implementations22 Nov 2022 Jaehoon Lee, Chan Kim, Gyumin Lee, Haksoo Lim, Jeongwhan Choi, Kookjin Lee, Dongeun Lee, Sanghyun Hong, Noseong Park

Forecasting future outcomes from recent time series data is not easy, especially when the future data are different from the past (i. e. time series are under temporal drifts).

Time Series Time Series Forecasting

GIN: Graph-based Interaction-aware Constraint Policy Optimization for Autonomous Driving

1 code implementation3 Jun 2022 Se-Wook Yoo, Chan Kim, Jin-Woo Choi, Seong-Woo Kim, Seung-Woo Seo

Applying reinforcement learning to autonomous driving entails particular challenges, primarily due to dynamically changing traffic flows.

Autonomous Driving motion prediction +1

Periodicity in Cryptocurrency Volatility and Liquidity

no code implementations24 Sep 2021 Peter Reinhard Hansen, Chan Kim, Wade Kimbrough

We study recurrent patterns in volatility and volume for major cryptocurrencies, Bitcoin and Ether, using data from two centralized exchanges (Coinbase Pro and Binance) and a decentralized exchange (Uniswap V2).

Algorithmic Trading

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