5 papers
Elastica++: A high-performance, multiphysics framework for large interacting assemblies of Cosserat rods
Tejaswin Parthasarathy, Seung Hyun Kim, Songyuan Cui +1
Soft, slender structures are ubiquitous in natural and engineered systems, with broad application potential from biomimetic materials to soft robotics. However, there is a notable…
Soohak: A Mathematician-Curated Benchmark for Evaluating Research-level Math Capabilities of LLMs
Guijin Son, Seungone Kim, Catherine Arnett +73
Following the recent achievement of gold-medal performance on the IMO by frontier LLMs, the community is searching for the next meaningful and challenging target for measuring LLM…
Computing with Living Neurons: Chaos-Controlled Reservoir Computing with Knowledge Transplant
Seung Hyun Kim, Zhi Dou, Gaurav Upadhyay +6
We introduce chaos-controlled Reservoir Computing (cc-RC) for living neural cultures: dynamically rich substrates of unique potential for adaptive computation. To account for intri…
Joint Surrogate Learning of Objectives, Constraints, and Sensitivities for Efficient Multi-objective Optimization of Neural Dynamical Systems
Frithjof Gressmann, Ivan Georgiev Raikov, Seung Hyun Kim +3
Biophysical neural system simulations are among the most computationally demanding scientific applications, and their optimization requires navigating high-dimensional parameter sp…
Digital twins for the design, interactive control, and deployment of modular, fiber-reinforced soft continuum arms
Seung Hyun Kim, Jiamiao Guo, Arman Tekinalp +9
Soft continuum arms (SCAs) promise versatile manipulation through mechanical compliance, for assistive devices, agriculture, search applications, or surgery. However, the strong no…