Publications

You can find the full list of my articles on my Google Scholar profile.

Locality Sensitive Hashing in Hyperbolic Space

Published in 42nd International Symposium on Computational Geometry (SoCG 2026), 2026

Locality-sensitive hashing constructions and bounds for approximate nearest neighbor search in hyperbolic space.

Published in 42nd International Symposium on Computational Geometry (SoCG 2026), 2026

A differentiable GRIL-based topological learning layer for end-to-end graph and bio-activity prediction.

Published in 39th Conference on Neural Information Processing Systems (NeurIPS 2025), 2025

Extending the Johnson-Lindenstrauss lemma to non-Euclidean geometry with fine-grained error analysis based on geometric deviation.

Published in 42nd International Conference on Machine Learning (ICML), 2025

A topologically interpretable GNN with a novel topological discrepancy loss is proved to be uniquely optimized by ground truth.

Published in The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024), 2024

Generalizing MDS to accommodate non-Euclidean and non-metric inputs via symmetric bilinear forms.

Published in Transactions on Machine Learning Research (TMLR), 2024

A symmetry-breaking approach that improves higher-order link prediction expressivity for hypergraph representation learning.

Published in 41st International Conference on Machine Learning (ICML), 2024

Algorithms for optimally fixing classifiers in a cooperative network to maximize aggregate or egalitarian accuracy.

Published in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024

Presenting a massive 10K real-world scene benchmark dataset for 3D vision with 51.2 million frames.

Published in 2nd Annual Workshop on Topology, Algebra, and Geometry in Machine Learning (TAG-ML, ICML 2023 Workshop), 2023

A stable and differentiable 2-parameter persistence vectorization for machine learning; oral presentation at the ICML 2023 TAG-ML workshop.

Published in Journal of Applied and Computational Topology (JACT), 2022

Generalize the persistence algorithm to compute decompositions of multi-parameter persistence modules.

Published in 34th International Symposium on Computational Geometry (SoCG), 2018

Present an efficient algorithm to compute the bottleneck distance 2-parameter interval decomposable models.