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20212026
most citedPhysics-informed reinforcement learning for sample-efficient optimization of freeform nanophotonic devices

32 citations

8 papers

cs.RO2026

A Kinematic Framework for Screening Candidate Pinch Configurations in Robotic Hand Design without Object or Contact Models

HyoJae Kang, Joonho Lee, Hyunmok Jung +1

Evaluating the pinch capability of a robotic hand is important for understanding its functional dexterity. However, many existing grasp evaluation methods rely on object geometry o…

physics.optics2026

Data-Efficient Electromagnetic Surrogate Solver Through Dissipative Relaxation Transfer Learning

Sunghyun Nam, Chan Y. Park, Min Seok Jang

In neural network surrogate solvers for electromagnetic simulations, accurately modeling resonant phenomena remains a central challenge. High-amplitude resonances generate strongly…

cs.RO2025

MSG-Loc: Multi-Label Likelihood-based Semantic Graph Matching for Object-Level Global Localization

Gihyeon Lee, Jungwoo Lee, Juwon Kim +2

Robots are often required to localize in environments with unknown object classes and semantic ambiguity. However, when performing global localization using semantic objects, high…

cs.RO2025★ 6 cited

Uni-Mapper: Unified Mapping Framework for Multi-modal LiDARs in Complex and Dynamic Environments

Gilhwan Kang, Hogyun Kim, Byunghee Choi +3

The unification of disparate maps is crucial for enabling scalable robot operation across multiple sessions and collaborative multi-robot scenarios. However, achieving a unified ma…

cond-mat.mtrl-sci2024★ 3 cited

Probing Intrinsic Elastic Properties of Multilayer Graphene -- a New Mechanical Constant

Yun Hwangbo, Seong-jae Jeon, Young-Woo Son +1

We present measurements on in-plane Young's modulus and the Grüneisen parameter of multilayer graphene with varying number of layers, obtained through {\it in situ} bulge tests. Ac…

physics.comp-ph2023★ 32 cited

Physics-informed reinforcement learning for sample-efficient optimization of freeform nanophotonic devices

Chaejin Park, Sanmun Kim, Anthony W. Jung +6

In the field of optics, precise control of light with arbitrary spatial resolution has long been a sought-after goal. Freeform nanophotonic devices are critical building blocks for…