Krishnaswamy, Smita

22 publications

AISTATS 2025 Geometry-Aware Generative Autoencoders for Warped Riemannian Metric Learning and Generative Modeling on Data Manifolds Xingzhi Sun, Danqi Liao, Kincaid MacDonald, Yanlei Zhang, Guillaume Huguet, Guy Wolf, Ian Adelstein, Tim G. J. Rudner, Smita Krishnaswamy

NeurIPS 2025 HELM: Hyperbolic Large Language Models via Mixture-of-Curvature Experts Neil He, Rishabh Anand, Hiren Madhu, Ali Maatouk, Smita Krishnaswamy, Leandros Tassiulas, Menglin Yang, Rex Ying

NeurIPS 2025 HiPoNet: A Multi-View Simplicial Complex Network for High Dimensional Point-Cloud and Single-Cell Data Siddharth Viswanath, Hiren Madhu, Dhananjay Bhaskar, Jake Kovalic, David R Johnson, Christopher Tape, Ian Adelstein, Rex Ying, Michael Perlmutter, Smita Krishnaswamy

AISTATS 2024 BLIS-Net: Classifying and Analyzing Signals on Graphs Charles Xu, Laney Goldman, Valentina Guo, Benjamin Hollander-Bodie, Maedee Trank-Greene, Ian Adelstein, Edward De Brouwer, Rex Ying, Smita Krishnaswamy, Michael Perlmutter

NeurIPSW 2024 Convergence of Manifold Filter-Combine Networks David R Johnson, Joyce Chew, Siddharth Viswanath, Edward De Brouwer, Deanna Needell, Smita Krishnaswamy, Michael Perlmutter

ICMLW 2024 Geometry-Aware Autoencoders for Metric Learning and Generative Modeling on Data Manifolds Xingzhi Sun, Danqi Liao, Kincaid MacDonald, Yanlei Zhang, Guillaume Huguet, Guy Wolf, Ian Adelstein, Tim G. J. Rudner, Smita Krishnaswamy

NeurIPS 2023 A Heat Diffusion Perspective on Geodesic Preserving Dimensionality Reduction Guillaume Huguet, Alexander Tong, Edward De Brouwer, Yanlei Zhang, Guy Wolf, Ian Adelstein, Smita Krishnaswamy

ICMLW 2023 A Heat Diffusion Perspective on Geodesic Preserving Dimensionality Reduction Guillaume Huguet, Alexander Tong, Edward De Brouwer, Yanlei Zhang, Guy Wolf, Ian Adelstein, Smita Krishnaswamy

LoG 2023 Inferring Dynamic Regulatory Interaction Graphs from Time Series Data with Perturbations Dhananjay Bhaskar, Daniel Sumner Magruder, Matheo Morales, Edward De Brouwer, Aarthi Venkat, Frederik Wenkel, James Noonan, Guy Wolf, Natalia Ivanova, Smita Krishnaswamy

ICML 2023 Neural FIM for Learning Fisher Information Metrics from Point Cloud Data Oluwadamilola Fasina, Guillaume Huguet, Alexander Tong, Yanlei Zhang, Guy Wolf, Maximilian Nickel, Ian Adelstein, Smita Krishnaswamy

NeurIPS 2022 Diffusion Curvature for Estimating Local Curvature in High Dimensional Data Dhananjay Bhaskar, Kincaid MacDonald, Oluwadamilola Fasina, Dawson Thomas, Bastian Rieck, Ian Adelstein, Smita Krishnaswamy

ICLRW 2022 Diffusion-Based Methods for Estimating Curvature in Data Dhananjay Bhaskar, Kincaid MacDonald, Dawson Thomas, Sarah Zhao, Kisung You, Jennifer Paige, Yariv Aizenbud, Bastian Rieck, Ian M Adelstein, Smita Krishnaswamy

NeurIPS 2022 Manifold Interpolating Optimal-Transport Flows for Trajectory Inference Guillaume Huguet, Daniel Sumner Magruder, Alexander Tong, Oluwadamilola Fasina, Manik Kuchroo, Guy Wolf, Smita Krishnaswamy

ICML 2021 Diffusion Earth Mover’s Distance and Distribution Embeddings Alexander Y Tong, Guillaume Huguet, Amine Natik, Kincaid Macdonald, Manik Kuchroo, Ronald Coifman, Guy Wolf, Smita Krishnaswamy

ICLRW 2021 Exploring Epithelial-Cell Calcium Signaling with Geometric and Topological Data Analysis Feng Gao, Jessica Moore, Bastian Rieck, Valentina Greco, Smita Krishnaswamy

ICML 2020 TrajectoryNet: A Dynamic Optimal Transport Network for Modeling Cellular Dynamics Alexander Tong, Jessie Huang, Guy Wolf, David Van Dijk, Smita Krishnaswamy

NeurIPS 2020 Uncovering the Topology of Time-Varying fMRI Data Using Cubical Persistence Bastian Rieck, Tristan Yates, Christian Bock, Karsten Borgwardt, Guy Wolf, Nicholas Turk-Browne, Smita Krishnaswamy

NeurIPSW 2020 Visualizing High-Dimensional Trajectories on the Loss-Landscape of ANNs Stefan Horoi, Jessie Huang, Guy Wolf, Smita Krishnaswamy

ICLRW 2019 Enhancing Experimental Signals in Single-Cell RNA-Sequencing Data Using Graph Signal Processing Daniel B. Burkhardt, Jay S. Stanley Iii, Ana Luisa Perdigoto, Scott A. Gigante, Kevan C. Herold, Guy Wolf, Antonio J. Giraldez, David van Dijk, Smita Krishnaswamy

NeurIPS 2019 Visualizing the PHATE of Neural Networks Scott Gigante, Adam S Charles, Smita Krishnaswamy, Gal Mishne

NeurIPS 2018 Geometry Based Data Generation Ofir Lindenbaum, Jay Stanley, Guy Wolf, Smita Krishnaswamy

ICML 2018 MAGAN: Aligning Biological Manifolds Matthew Amodio, Smita Krishnaswamy