Publications

Showing 18 of 24 publications

SmartEM: machine-learning guided electron microscopy

SmartEM: machine-learning guided electron microscopy

Y. Meirovitch, C.F. Park, L. Mi, P. Potocek, S. Sawmya, Y. Li, Y. Wu, R. Schalek, H. Pfister, R. Schoenmakers, M. Peemen, J.W. Lichtman, A.D.T. Samuel, N. Shavit

In-Context Learning Strategies Emerge Rationally

In-Context Learning Strategies Emerge Rationally

D. Wurgaft, E.S. Lubana, C.F. Park, H. Tanaka, G. Reddy, N.D. Goodman

arXiv· June 2025
Decomposing Elements of Problem Solving: What 'Math' Does RL Teach?

Decomposing Elements of Problem Solving: What 'Math' Does RL Teach?

T. Qin, C.F. Park, M. Kwun, A. Walsman, E. Malach, N. Anand, H. Tanaka, D. Alvarez-Melis

arXiv· May 2025
New News: System-2 Fine-tuning for Robust Integration of New Knowledge

New News: System-2 Fine-tuning for Robust Integration of New Knowledge

C.F. Park, Z. Zhang, H. Tanaka

arXiv· May 2025
Deep Learning as a Scientific Tool and a Model Organism of Intelligence

Deep Learning as a Scientific Tool and a Model Organism of Intelligence

C.F. Park

Ph.D. Thesis· April 2025
Competition Dynamics Shape Algorithmic Phases of In-Context Learning

Competition Dynamics Shape Algorithmic Phases of In-Context Learning

C.F. Park, E.S. Lubana, H. Tanaka

ICLR: In-Context Learning of Representations

ICLR: In-Context Learning of Representations

C.F. Park, A. Lee, E.S. Lubana, Y. Yang, M. Okawa, K. Nishi, M. Wattenberg, H. Tanaka

ICLR 2025· 2025
Swing-by Dynamics in Concept Learning and Compositional Generalization

Swing-by Dynamics in Concept Learning and Compositional Generalization

Y. Yang, C.F. Park, E.S. Lubana, M. Okawa, W. Hu, H. Tanaka

ICLR 2025· 2025
Emergence of Hidden Capabilities: Exploring Learning Dynamics in Concept Space

Emergence of Hidden Capabilities: Exploring Learning Dynamics in Concept Space

C.F. Park, M. Okawa, A. Lee, H. Tanaka, E.S. Lubana

NeurIPS 2024 Spotlight· December 2024
3D Reconstruction of Dark Matter Fields with Diffusion Models: Towards Application to Galaxy Surveys

3D Reconstruction of Dark Matter Fields with Diffusion Models: Towards Application to Galaxy Surveys

C.F. Park, N. Mudur, C. Cuesta-Lazaro, Y. Ni, V. Ono, D.P. Finkbeiner

Debiasing with Diffusion: Probabilistic reconstruction of Dark Matter fields from galaxies with CAMELS

Debiasing with Diffusion: Probabilistic reconstruction of Dark Matter fields from galaxies with CAMELS

V. Ono, C.F. Park, N. Mudur, Y. Ni, C. Cuesta-Lazaro, F. Villaescusa-Navarro

Automated neuron tracking inside moving and deforming animals using deep learning and targeted augmentation

Automated neuron tracking inside moving and deforming animals using deep learning and targeted augmentation

C.F. Park, M.B. Keshteli, K. Korchagina, A. Delrocq, V. Susoy, C.L. Jones, A.D.T. Samuel, S.J. Rahi

Nature Methods· January 2024
Probabilistic reconstruction of Dark Matter fields from galaxies using diffusion models

Probabilistic reconstruction of Dark Matter fields from galaxies using diffusion models

C.F. Park, V. Ono, C. Cuesta-Lazaro, Y. Ni, N. Mudur

Hyperspectral shadow removal with iterative logistic regression and latent Parametric Linear Combination of Gaussians

Hyperspectral shadow removal with iterative logistic regression and latent Parametric Linear Combination of Gaussians

C.F. Park, C. Garraffo

Stellar Reddening Based Extinction Maps for Cosmological Applications

Stellar Reddening Based Extinction Maps for Cosmological Applications

N. Mudur, C.F. Park, D.P. Finkbeiner

Quantification of high dimensional non-Gaussianities and its implication to Fisher analysis in cosmology

Quantification of high dimensional non-Gaussianities and its implication to Fisher analysis in cosmology

C.F. Park, E. Allys, F.V. Navarro, D.P. Finkbeiner

Natural sensory context drives diverse brain-wide activity during C. elegans mating

Natural sensory context drives diverse brain-wide activity during C. elegans mating

V. Susoy, W. Hung, D. Witvliet, J.E. Whitener, M. Wu, C.F. Park, B.J. Graham, M. Zhen, V. Venkatachalam, A.D.T. Samuel

Cell· September 2021
Real time DAQ setup and dead-time measurement for CAPP 18T Dark Matter Axion Search and its first results

Real time DAQ setup and dead-time measurement for CAPP 18T Dark Matter Axion Search and its first results

C.F. Park

B.S. Thesis· December 2018