Search Results for author: Bosun Hwang

Found 3 papers, 0 papers with code

M3: Mamba-assisted Multi-Circuit Optimization via MBRL with Effective Scheduling

no code implementations25 Nov 2024 Youngmin Oh, Jinje Park, Seunggeun Kim, Taejin Paik, David Pan, Bosun Hwang

To the best of our knowledge, M3 is the first method for multi-circuit optimization by leveraging both the Mamba architecture and a MBRL with effective scheduling.

Mamba Reinforcement Learning (RL) +1

INSIGHT: Universal Neural Simulator for Analog Circuits Harnessing Autoregressive Transformers

no code implementations10 Jul 2024 Souradip Poddar, Youngmin Oh, Yao Lai, Hanqing Zhu, Bosun Hwang, David Z. Pan

However, efficient and effective exploration of the vast and complex design space remains constrained by the time-consuming nature of SPICE simulations, making effective design automation a challenging endeavor.

Reset & Distill: A Recipe for Overcoming Negative Transfer in Continual Reinforcement Learning

no code implementations8 Mar 2024 Hongjoon Ahn, Jinu Hyeon, Youngmin Oh, Bosun Hwang, Taesup Moon

We argue that the negative transfer problem occurring when the new task to learn arrives is an important problem that needs not be overlooked when developing effective Continual Reinforcement Learning (CRL) algorithms.

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