Jekyll2026-08-16T14:52:37+00:00https://proceedings.mlr.press/v334/feed.xmlProceedings of Machine Learning ResearchProceedings of the 2nd Conference on Topology, Algebra, and Geometry in Data Science(TAG-DS 2026)
Held in Boston, Massachusetts, USA on 18-20 August 2026
Published as Volume 334 by the Proceedings of Machine Learning Research on 16 August 2026.
Volume Edited by:
Eddie Berman
Guillermo Bernárdez
Samantha Chen
Alex Cloninger
Timothy Doster
Tegan Emerson
J. Elisenda Grigsby
Henry Kvinge
Hannah Lawrence
Tim Marrinan
Audun Myers
Mathilde Papillon
Behrooz Tahmasebi
Lev Telyatnikov
Robin Walters
Melanie Weber
YuQing Xie
Eric Yeats
Series Editors:
Neil D. Lawrence
Hoel Kervadec
Tegan Emerson
PMLRLoss Landscape Geometry of Partial Differential Equation Emulators: Or, Symmetry Learning via Gradient Alignment2026-08-16T00:00:00+00:002026-08-16T00:00:00+00:00https://proceedings.mlr.press/v334/amarel26a[{"given"=>"James", "family"=>"Amarel"}, {"given"=>"Robyn", "family"=>"Miller"}, {"given"=>"Nicolas", "family"=>"Hengartner"}, {"given"=>"Benjamin", "family"=>"Migliori"}, {"given"=>"Emily", "family"=>"Taylor"}, {"given"=>"Alexei", "family"=>"Skurikhin"}, {"given"=>"Earl", "family"=>"Lawrence"}, {"given"=>"Gerd J.", "family"=>"Kunde"}]Encoding the Euler Characteristic Transform2026-08-16T00:00:00+00:002026-08-16T00:00:00+00:00https://proceedings.mlr.press/v334/blaser26a[{"given"=>"Nello", "family"=>"Blaser"}, {"given"=>"Odin Hoff", "family"=>"Gardaa"}, {"given"=>"Lars M.", "family"=>"Salbu"}, {"given"=>"Elena Xinyi", "family"=>"Wang"}, {"given"=>"Bastian", "family"=>"Rieck"}]Topology of a Smile: Persistent Homology in Dental Imaging2026-08-16T00:00:00+00:002026-08-16T00:00:00+00:00https://proceedings.mlr.press/v334/dahlmeier26a[{"given"=>"Leon", "family"=>"Dahlmeier"}, {"given"=>"Sara Kalisnik", "family"=>"Hintz"}, {"given"=>"Albert", "family"=>"Mehl"}, {"given"=>"Bastian", "family"=>"Rieck"}]Disentanglement by Prediction: A Twin Autoencoder with a Factored Latent Traveler2026-08-16T00:00:00+00:002026-08-16T00:00:00+00:00https://proceedings.mlr.press/v334/emerson26a[{"given"=>"Tegan", "family"=>"Emerson"}, {"given"=>"Audun D", "family"=>"Myers"}, {"given"=>"Sarah McGuire", "family"=>"Scullen"}, {"given"=>"Tim", "family"=>"Marrinan"}]GrAE ScaLE: Grassmannian AutoEncoder for Scalable Linearly-invariant Embeddings2026-08-16T00:00:00+00:002026-08-16T00:00:00+00:00https://proceedings.mlr.press/v334/emerson26b[{"given"=>"Tegan", "family"=>"Emerson"}, {"given"=>"Tim", "family"=>"Marrinan"}, {"given"=>"Audun D", "family"=>"Myers"}, {"given"=>"Sarah McGuire", "family"=>"Scullen"}]Freeze, Diffuse, Decode: Task-Aware Adaptation of Transformer Embeddings for Antimicrobial Peptide Design2026-08-16T00:00:00+00:002026-08-16T00:00:00+00:00https://proceedings.mlr.press/v334/gawade26a[{"given"=>"Pankhil", "family"=>"Gawade"}, {"given"=>"Adam", "family"=>"Izdebski"}, {"given"=>"Myriam", "family"=>"Lizotte"}, {"given"=>"Kevin R.", "family"=>"Moon"}, {"given"=>"Jake Slater", "family"=>"Rhodes"}, {"given"=>"Guy", "family"=>"Wolf"}, {"given"=>"Ewa", "family"=>"Szczurek"}]Local Manifold Explanations with Tangent Space Regression2026-08-16T00:00:00+00:002026-08-16T00:00:00+00:00https://proceedings.mlr.press/v334/he26a[{"given"=>"Jesse", "family"=>"He"}, {"given"=>"Yusu", "family"=>"Wang"}, {"given"=>"Gal", "family"=>"Mishne"}]Scalably computing metric magnitude2026-08-16T00:00:00+00:002026-08-16T00:00:00+00:00https://proceedings.mlr.press/v334/huntsman26a[{"given"=>"Steve", "family"=>"Huntsman"}, {"given"=>"Jewell B.", "family"=>"Thomas"}, {"given"=>"Cynthia", "family"=>"Ukawu"}]A Weisfeiler–Leman Characterization of Global-Attention Graph Transformers for Mixed-Integer Linear Programs2026-08-16T00:00:00+00:002026-08-16T00:00:00+00:00https://proceedings.mlr.press/v334/jahin26a[{"given"=>"Md Abrar", "family"=>"Jahin"}, {"given"=>"Craig A", "family"=>"Knoblock"}, {"given"=>"Jay", "family"=>"Pujara"}]Even with AI, Bijection Discovery is Still Hard: The Opportunities and Challenges of OpenEvolve for Novel Bijection Construction2026-08-16T00:00:00+00:002026-08-16T00:00:00+00:00https://proceedings.mlr.press/v334/jenne26a[{"given"=>"Helen", "family"=>"Jenne"}, {"given"=>"Davis", "family"=>"Brown"}, {"given"=>"Jesse", "family"=>"He"}, {"given"=>"Max", "family"=>"Vargas"}, {"given"=>"Henry", "family"=>"Kvinge"}]