MW
Melanie Weber
cs.LGstat.MLmath.OCcs.AIcs.DMmath.COcs.SIcs.CLmath.DGcs.CV
On Valency
published · living versionsW_d9p2aje4·v1 · currentpublished
Transformers Learn Two Competing Sorting Algorithms, and Only One Length-Generalizes
with Khashayar Gatmiry, Nathan W. Henry, Chloe H. Su, Emmanuel Abbe +3
1 version
W_jbq6xm48·v1published
Preprints & journals
56 papers in the corpus · 2016–2026The role of locality and weight sharing in convolutional neural networks2610.30118v1 · Francesco Mori, Melanie Weber2026 · 0 citationsarXivon Valency
Transformers Learn Two Competing Sorting Algorithms, and Only One Length-Generalizes2610.26974v1 · Khashayar Gatmiry, Nathan W. Henry, Chloe H. Su et al.2026 · 0 citationsarXivon Valency
Dimension-Free Scaling Laws for Size Generalization: An Exponential Separation2610.19279v1 · Behrooz Tahmasebi, Melanie Weber2026 · 0 citationsarXiv
Choir: An Open Protocol for Distributed Multi-Agent Autoformalization2609.31903v1 · Yidi Qi, Melanie Weber2026 · 0 citationsarXiv
Sparse Data Augmentation for Optimization with Provable Guarantees2609.08133v2 · Behrooz Tahmasebi, Melanie Weber2026 · 0 citationsIEEE Conference on Decision and Control (CDC) 2026
Ollivier's Ricci Curvature on Complex-weighted Graphs2608.10132v1 · Yu Tian, Eleanor Wiesler, Melanie Weber2026 · 0 citationsarXiv
Adaptive Symmetry Discovery for Dynamical System Identification2608.08091v1 · Behrooz Tahmasebi, Melanie Weber2026 · 0 citationsInternational Conference on Machine Learning (ICML) 2026
Train Small, Deploy Large: Zero-Shot GNN Transfer Through Geometric Renormalization2607.27767v1 · Robert Jankowski, Pedro Almagro-Blanco, Mari'an Bogun'a et al.2026 · 0 citationsarXiv
Powers of the Vandermonde determinant are eventually non-SNP2607.23828v1 · Thien Le, Melanie Weber2026 · 0 citationsarXiv
Data Augmentation: A Fourier Analysis Perspective2606.24418v1 · Behrooz Tahmasebi, Melanie Weber, Stefanie Jegelka2026 · 0 citationsConference on Learning Theory (COLT) 2026
Contrastive Neural Algorithmic Reasoning for Graph Coloring2606.03923v1 · Thien Le, Tianyu Zhao, Melanie Weber2026 · 0 citationsarXiv
Towards Distillation Guarantees under Algorithmic Alignment for Combinatorial Optimization2605.20074v1 · Thien Le, Melanie Weber2026 · 0 citationsarXiv
Uncovering relationships in multi-channel EEG data using principal Hessian directions and Ricci flow.41979274 · Choi, Benjamin J, Weber, Melanie2026 · 0 citationsJournal of neural engineering. 2026;23(3)
Latent Structure of Affective Representations in Large Language Models2604.07382v2 · Benjamin J. Choi, Melanie Weber2026 · 0 citationsarXiv
Protein Graph Neural Networks for Heterogeneous Cryo-EM Reconstruction2602.21915v1 · Jonathan Krook, Axel Janson, Joakim and'en et al.2026 · 0 citationsarXiv
Neural Algorithmic Reasoning for Approximate -Coloring with Recursive Warm Starts2601.05137v1 · Knut Vanderbush, Melanie Weber2026 · 0 citationsarXiv
Achieving Approximate Symmetry Is Exponentially Easier than Exact Symmetry2512.11855v2 · Behrooz Tahmasebi, Melanie Weber2025 · 0 citationsInternational Conference on Learning Representations (ICLR) 2026
Iso-Riemannian Optimization on Learned Data Manifolds2510.21033v3 · Willem Diepeveen, Melanie Weber2025 · 0 citationsarXiv
Bispectral OT: Dataset Comparison using Symmetry-Aware Optimal Transport2509.20678v1 · Annabel Ma, Kaiying Hou, David Alvarez-Melis et al.2025 · 0 citationsarXiv
On a Geometry of Interbrain Networks2509.10650v4 · Nicol'as Hinrichs, Noah Guzm'an, Melanie Weber2025 · 0 citationsProceedings of the Geometry, Topology, and Machine Learning Workshop, PMLR 325:145-152, 2025
Contrastive Poincare Maps: uncovering developmental lineages from single-cell data with scalable hyperbolic embeddings10.1101/2025.08.22.671789v4 · Bhasker, N., Chung, H., Boucherie, L. et al.2025 · 0 citationsbioRxiv
Automated Manifold Learning for Reduced Order Modeling2506.01741v1 · Imran Nasim, Melanie Weber2025 · 0 citationsarXiv
Towards Non-Euclidean Foundation Models: Advancing AI Beyond Euclidean Frameworks2505.14417v1 · Menglin Yang, Yifei Zhang, Jialin Chen et al.2025 · 1 citationarXiv
Position: Beyond Euclidean -- Foundation Models Should Embrace Non-Euclidean Geometries2504.08896v2 · Neil He, Jiahong Liu, Buze Zhang et al.2025 · 1 citationarXiv
Shared Global and Local Geometry of Language Model Embeddings2503.21073v3 · Andrew Lee, Melanie Weber, Fernanda Vi'egas et al.2025 · 0 citationsarXiv
Performance Heterogeneity in Graph Neural Networks: Lessons for Architecture Design and Preprocessing2503.00547v1 · Lukas Fesser, Melanie Weber2025 · 0 citationsarXiv
Enhancing the Utility of Higher-Order Information in Relational Learning2502.09570v1 · Raphael Pellegrin, Lukas Fesser, Melanie Weber2025 · 0 citationsarXiv
Structured Regularization for Constrained Optimization on the SPD Manifold2410.09660v1 · Andrew Cheng, Melanie Weber2024 · 0 citationsarXiv
Unitary convolutions for learning on graphs and groups2410.05499v1 · Bobak T. Kiani, Lukas Fesser, Melanie Weber2024 · 2 citationsarXiv
Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups2410.02698v2 · Zakhar Shumaylov, Peter Zaika, James Rowbottom et al.2024 · 1 citationarXiv
Disciplined Geodesically Convex Programming2407.05261v2 · Andrew Cheng, Vaibhav Dixit, Melanie Weber2024 · 1 citationarXiv
Graph Pooling via Ricci Flow2407.04236v1 · Amy Feng, Melanie Weber2024 · 1 citationarXiv
Hardness of Learning Neural Networks under the Manifold Hypothesis2406.01461v1 · Bobak T. Kiani, Jason Wang, Melanie Weber2024 · 6 citationsarXiv
On the hardness of learning under symmetries2401.01869v1 · Bobak T. Kiani, Thien Le, Hannah Lawrence et al.2024 · 1 citationarXiv
Effective Structural Encodings via Local Curvature Profiles2311.14864v2 · Lukas Fesser, Melanie Weber2023 · 2 citationsarXiv
Mitigating Over-Smoothing and Over-Squashing using Augmentations of Forman-Ricci Curvature2309.09384v3 · Lukas Fesser, Melanie Weber2023 · 5 citationsarXiv
Curvature-based Clustering on Graphs2307.10155v1 · Yu Tian, Zachary Lubberts, Melanie Weber2023 · 4 citationsarXiv
Continuum Limits of Ollivier's Ricci Curvature on data clouds: pointwise consistency and global lower bounds2307.02378v2 · Nicolas Garcia Trillos, Melanie Weber2023 · 1 citationarXiv
Augmentations of Forman's Ricci Curvature and their Applications in Community Detection2306.06474v2 · Lukas Fesser, Sergio Serrano de Haro Iv'anez, Karel Devriendt et al.2023 · 10 citationsarXiv
LegalRelectra: Mixed-domain Language Modeling for Long-range Legal Text Comprehension2212.08204v1 · Wenyue Hua, Yuchen Zhang, Zhe Chen et al.2022 · 6 citationsarXiv
Computing Brascamp-Lieb Constants through the lens of Thompson Geometry2208.05013v3 · Melanie Weber, Suvrit Sra2022 · 1 citationarXiv
On a class of geodesically convex optimization problems solved via Euclidean MM methods2206.11426v2 · Melanie Weber, Suvrit Sra2022 · 0 citationsarXiv
Controlling Unknown Linear Dynamics with Bounded Multiplicative Regret2109.06350v1 · Jacob Carruth, Maximilian F. Eggl, Charles Fefferman et al.2021 · 1 citationarXiv
Exploration of the sputum methylome and omics deconvolution by quadratic programming in molecular profiling of asthma and COPD: the road to sputum omics 2.0.33076907 · Groth, Espen E, Weber, Melanie, Bahmer, Thomas et al.2021 · 18 citationsRespiratory research. 2020;21(1):274
Robust Large-Margin Learning in Hyperbolic Space2004.05465v3 · Melanie Weber, Manzil Zaheer, Ankit Singh Rawat et al.2020 · 15 citationsarXiv
Optimal control with learning on the fly: a toy problem2002.11578v1 · Charles L. Fefferman, Bernat Guillen Pegueroles, Clarence W. Rowley et al.2020 · 2 citationsarXiv
Neighborhood Growth Determines Geometric Priors for Relational Representation Learning1910.05565v1 · Melanie Weber2019 · 6 citationsarXiv
Projection-free nonconvex stochastic optimization on Riemannian manifolds1910.04194v3 · Melanie Weber, Suvrit Sra2019 · 13 citationsarXiv
The Oracle of DLphi1901.05744v2 · Dominik Alfke, Weston Baines, Jan Blechschmidt et al.2019 · 0 citationsarXiv
Forman's Ricci curvature - From networks to hypernetworks1810.07749v1 · Emil Saucan, Melanie Weber2018 · 17 citationsarXiv
Career total: 79 works. 56 are in this corpus.Showing the 50 most recent.
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