PARCO: Learning parallel autoregressive policies for efficient multi-agent combinatorial optimization

Federico Berto, Chuanbo Hua, Laurin Luttmann

NeurIPS 2025 (The Thirty-Ninth Annual Conference on Neural Information Processing Systems)

Implicit s-sub-step time integration schemes with (s+1)th-order accuracy and dissipation control

Chanju Lee, Gunwoo Noh

COMPUTERS & STRUCTURES

Deep learning-based real-time damage assessment of lithium-ion batteries under dynamic impact

Yunfei Deng, Jiangtao Li, Xianglin Huang

Journal of Power Sources

Compliant composite journal bearings for water lubrication: Functional design strategies under misalignment and turbulence

Wonvin Kim, Su Hyun Lim, Wonki Kim, Donghyeon Cho, Kiyaranu Putra Pakartiwan, Samuel Kim, Dajeong Kang, Ha Eun Lee, Sangyoon Bae, Seong Su Kim

Composite Structures

Challenges and innovations in chemical mechanical polishing in the More-than-Moore era

Hyeongmin Je, Sukkyung Kang, Sanha Kim

International Journal of Precision Engineering and Manufacturing-Green Technology

DeepWheel: Generating a 3D Synthetic Wheel Dataset for Design and Performance Evaluation

Soyoung Yoo, Namwoo Kang

Journal of Mechanical Design

Physics-informed neural network-based discovery of hyperelastic constitutive models from extremely scarce data

Hyeonbin Moon, Donggeun Park, Hanbin Cho, Hong-Kyun Noh, Jae Hyuk Lim, Seunghwa Ryu

Computer Methods in Applied Mechanics and Engineering

Physics-informed neural operators for generalizable and label-free inference of temperature-dependent thermoelectric properties

Hyeonbin Moon, Songho Lee, Wabi Demeke, Byungki Ryu, Seunghwa Ryu

Npj Computational Materials

Physics-informed neural networks for programmable origami metamaterials with controlled deployment

Sukheon Kang, Youngkwon Kim, Jinkyu Yang, Seunghwa Ryu

Materials Horizons