All Publications
(*: co-first, +: co-last)
Spectral Analysis of Representational Similarity with Limited Neurons
Hyunmo Kang, Abdulkadir Canatar, SueYeon Chung
arXiv:2502.19648
Statistical Mechanics of Support Vector Regression
Abdulkadir Canatar, SueYeon Chung
arXiv:2412.05439
Neural Population Geometry and Optimal Coding of Tasks with Shared Latent Structure
Albert J. Wakhloo, Will Slatton, SueYeon Chung
arXiv:2402.16770
The Geometry of Prompting: Unveiling Distinct Mechanisms of Task Adaptation in Language Models
Artem Kirsanov, Chi-Ning Chou, Kyunghyun Cho, SueYeon Chung
NAACL (2025) [in press]
Nonlinear classification of neural manifolds with contextual information
Francesca Mignacco, Chi-Ning Chou, SueYeon Chung
Physical Review E (2025) [in press]
Estimating the Spectral Moments of the Kernel Integral Operator from Finite Sample Matrices
Chanwoo Chun, SueYeon Chung, Daniel D. Lee
AISTATS (2025) [in press]
Contrastive-Equivariant Self-Supervised Learning Improves Alignment with Primate Visual Area IT
Thomas Yerxa, Jenelle Feather, Eero Simoncelli, SueYeon Chung
NeurIPS (2024)
Representational Learning by Optimization of Neural Manifolds in an Olfactory Memory Network
Bo Hu, Nesibe Z. Temiz, Chi-Ning Chou, Peter Rupprecht, Claire Meissner-Bernard, Benjamin Titze, SueYeon Chung, Rainer W. Friedrich
bioRxiv 2024.11.17.623906 (2024)
Neural Manifold Capacity Captures Representation Geometry, Correlations, and Task-Efficiency Across Species and Behaviors
Chi-Ning Chou, Luke Arend, Albert J. Wakhloo, Royoung Kim, Will Slatton, SueYeon Chung
bioRxiv 2024.02.26.582157 (2024)
Probing Biological and Artificial Neural Networks with Task-dependent Neural Manifolds
Michael Kuoch*, Chi-Ning Chou*, Nikhil Parthasarathy, Joel Dapello, James J. DiCarlo, Haim Sompolinsky, SueYeon Chung
Conference on Parsimony and Learning (2024)
A Spectral Theory of Neural Prediction and Alignment
Abdulkadir Canatar*, Jenelle Feather*, Albert Wakhloo, SueYeon Chung
NeurIPS (2023) [arXiv version]
Selected for Spotlight Presentation
Learning Efficient Coding of Natural Images with Maximum Manifold Capacity Representations
Thomas Yerxa, Yilun Kuang, Eero Simoncelli, SueYeon Chung
NeurIPS (2023) [arXiv version]
Unsupervised learning on spontaneous retinal activity leads to efficient neural representation geometry
Andrew Ligeralde*, Yilun Kuang*, Thomas Yerxa, Miah N Pitcher, Marla Feller, SueYeon Chung
NeurIPS Workshop on Unifying Representations in Neural Models (UniReps) (2023) [arXiv version]
A manifold neural population code for space in hippocampal coactivity dynamics independent of place fields
Eliott R.J. Levy, Simon Carrillo-Segura, Eun Hye Park, William T. Redman, José R. Hurtado, SueYeon Chung, André A. Fenton
Cell Reports (2023)
Social learning enhances stimulus representations in the auditory cortex
Nihaad Paraouty, Justin D. Yao, Léo Varnet, Chi-Ning Chou, SueYeon Chung, Dan H. Sanes
Nature Communications (2023)
Linear Classification of Neural Manifolds with Correlated Variability
Albert Wakhloo, Tamara J. Sussman, SueYeon Chung
Physical Review Letters (2023) [arXiv version] [Viewpoint]
Selected for Editors' Suggestion, Featured in Physics
Unveiling the benefits of multitasking in disentangled representation formation
Jenelle Feather, SueYeon Chung
Trends in Cognitive Sciences (2023)
Transformation of acoustic information to sensory decision variables in the parietal cortex
Justin D. Yao*, Klavdia O Zemlianova*, David L Hocker, Cristina Savin, Christine M Constantinople, SueYeon Chung, Dan H Sanes
PNAS (2023)
The Implicit Bias of Gradient Descent on Generalized Gated Linear Networks
Sam Lippl, L.F. Abbott, SueYeon Chung
arXiv:2022.02649 (2022)
Divisive Feature Normalization Improves Image Recognition Performance in AlexNet
Michelle Miller, SueYeon Chung, Kenneth D. Miller
ICLR (2022)
Neural population geometry: An approach for understanding biological and artificial neural networks
SueYeon Chung, L.F. Abbott
Current Opinion in Neurobiology (2021)
Credit Assignment Through Broadcasting a Global Error Vector
David G. Clark, L. F. Abbott, SueYeon Chung
NeurIPS (2021)
Neural Population Geometry Reveals the Role of Stochasticity in Robust Perception
Joel Dapello*, Jenelle Feather*, Hang Le*, Tiago Marques, David Cox, Josh McDermott, Jim DiCarlo, SueYeon Chung
NeurIPS (2021)
Matteo Alleman, Jonathan Mamou, Miguel A Del Rio, Hanlin Tang, Yoon Kim+, SueYeon Chung+
ACL Workshop, Representation Learning for NLP (2021)
Understanding the Logit Distributions of Adversarially-Trained Deep Neural Networks
Landan Seguin, Anthony Ndirango, Neeli Mishra, SueYeon Chung, Tyler Lee
arXiv:2108.12001 (2021)
On the Geometry of Generalization and Memorization in Deep Neural Networks
Cory Stephenson*, Suchismita Padhy*, Abhinav Ganesh, Yue Hui, Hanlin Tang, SueYeon Chung
ICLR (2021)
Emergence of Separable Manifolds in Deep Language Representations
Jonathan Mamou*, Hang Le*, Miguel Del Rio, Cory Stephenson, Hanlin Tang, Yoon Kim, SueYeon Chung
ICML (2020) [Supplementary Materials] [Code]
Separability and Geometry of Object Manifolds in Deep Neural Networks
Uri Cohen*, SueYeon Chung*, Daniel D. Lee, Haim Sompolinsky
Nature Communications (2020) [Supplementary Materials] [BioRxiv version] [Code]
On 1/n Neural Representation and Robustness
Josue Nassar*, Piotr Sokol*, SueYeon Chung, Kenneth Harris, Memming Park
NeurIPS (2020)
Untangling in Invariant Speech Recognition
Cory Stephenson, Jenelle Feather, Suchismita Padhy, Oguz Elibol, Hanlin Tang, Josh McDermott, SueYeon Chung
NeurIPS (2019) [Supplementary Materials] [Code]
Classification and Geometry of General Perceptual Manifolds
SueYeon Chung, Daniel D. Lee, Haim Sompolinsky
Physical Review X (2018) [Supplementary Materials]
Learning Data Manifolds with a Cutting Plane Method
SueYeon Chung, Uri Cohen, Haim Sompolinsky, Daniel D. Lee
Neural Computation (2018)
Statistical Mechanics of Neural Processing of Object Manifolds
SueYeon Chung
Doctoral dissertation, Harvard University (2017)
Linear Readout of Object Manifolds
SueYeon Chung, Daniel D. Lee, Haim Sompolinsky
Physical Review E, Rapid Communications (2016) [Supplementary Materials]
Small Molecule Injection into Single-Cell C. elegans Embryos via Carbon-Reinforced Nanopipettes
Lucy D. Brennan, Thibault Roland, Diane G. Morton, Shanna M. Fellman, SueYeon Chung, Mohammad Soltani, Joshua W. Kevek, Paul M. McEuen, Kenneth J. Kemphues, and Michelle D. Wang
PLoS ONE (2013)