ICML 2024 Workshop GRaM Submissions

On The Local Geometry of Deep Generative Manifolds
Ahmed Imtiaz Humayun, Ibtihel Amara, Candice Schumann, Golnoosh Farnadi, Negar Rostamzadeh, Mohammad Havaei
- Published: 17 Jun 2024, Last Modified: 14 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Graph Convolutional Networks for Learning Laplace-Beltrami Operators
Yingying Wu, Roger Fu, Richard Peng, Qifeng Chen
- Published: 17 Jun 2024, Last Modified: 13 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Stitching Manifolds: Leveraging Interaction to Compose Object Representations into Scenes.
Hamza Keurti, Bernhard Schölkopf, Pau Vilimelis Aceituno, Benjamin F Grewe
- Published: 17 Jun 2024, Last Modified: 12 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Adaptive Sampling for Continuous Group Equivariant Neural Networks
Berfin Inal, Gabriele Cesa
- Published: 17 Jun 2024, Last Modified: 13 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
UHCone: Universal Hyperbolic Cone For Implicit Hierarchical Learning
Menglin Yang, Jiahong Liu, Irwin King, Rex Ying
- Published: 17 Jun 2024, Last Modified: 13 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Constructing gauge-invariant neural networks for scientific applications
Manos Theodosis, Demba E. Ba, Nima Dehmamy
- Published: 17 Jun 2024, Last Modified: 13 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Improving Equivariant Networks with Probabilistic Symmetry Breaking
Hannah Lawrence, Vasco Portilheiro, Yan Zhang, Sékou-Oumar Kaba
- Published: 17 Jun 2024, Last Modified: 21 Aug 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Strongly Isomorphic Neural Optimal Transport Across Incomparable Spaces
Athina Sotiropoulou, David Alvarez-Melis
- Published: 17 Jun 2024, Last Modified: 13 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Approximate natural gradient in Gaussian processes with non-log-concave likelihoods
Marcelo Hartmann
- Published: 17 Jun 2024, Last Modified: 06 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
CoordConformer: Heterogenous EEG datasets decoding using Transformers
Sharat Patil, Robin Tibor Schirrmeister, Frank Hutter, Tonio Ball
- Published: 17 Jun 2024, Last Modified: 21 Aug 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Equivariant vs. Invariant Layers: A Comparison of Backbone and Pooling for Point Cloud Classification
Abihith Kothapalli, Ashkan Shahbazi, Xinran Liu, Robert Sheng, Soheil Kolouri
- Published: 17 Jun 2024, Last Modified: 12 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
GLAudio Listens to the Sound of the Graph
Aurelio Sulser, Johann Wenckstern, Clara Kümpel
- Published: 17 Jun 2024, Last Modified: 12 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Theoretical Analyses of Hyperparameter Selection in Graph-Based Semi-Supervised Learning
Ally Yalei Du, Eric Huang, Dravyansh Sharma
- Published: 17 Jun 2024, Last Modified: 13 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Revisiting Random Walks for Learning on Graphs
Jinwoo Kim, Olga Zaghen, Ayhan Suleymanzade, Youngmin Ryou, Seunghoon Hong
- Published: 17 Jun 2024, Last Modified: 13 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Geometry Aware Deep Learning for Integrated Closed-shell and Open-shell Systems
Beom Seok Kang, Vignesh C Bhethanabotla, Mohammadamin Tavakoli, William Goddard, Anima Anandkumar
- Published: 17 Jun 2024, Last Modified: 13 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
The Geometry of Diffusion Models: Tubular Neighbourhoods and Singularities
Kotaro Sakamoto, Ryosuke Sakamoto, Masato Tanabe, Masatomo Akagawa, Yusuke Hayashi, Manato Yaguchi, Masahiro Suzuki, Yutaka Matsuo
- Published: 17 Jun 2024, Last Modified: 21 Aug 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Transferability for Graph Convolutional Networks
Christian Koke, Abhishek Saroha, Yuesong Shen, Marvin Eisenberger, Michael M. Bronstein, Daniel Cremers
- Published: 17 Jun 2024, Last Modified: 12 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Scalable Local Intrinsic Dimension Estimation with Diffusion Models
Hamidreza Kamkari, Brendan Leigh Ross, Rasa Hosseinzadeh, Jesse C. Cresswell, Gabriel Loaiza-Ganem
- Published: 17 Jun 2024, Last Modified: 12 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
A Geometric Framework for Understanding Memorization in Generative Models
Brendan Leigh Ross, Hamidreza Kamkari, Zhaoyan Liu, Tongzi Wu, George Stein, Gabriel Loaiza-Ganem, Jesse C. Cresswell
- Published: 17 Jun 2024, Last Modified: 09 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Meta Flow Matching: Integrating Vector Fields on the Wasserstein Manifold
Lazar Atanackovic, Xi Zhang, Brandon Amos, Mathieu Blanchette, Leo J Lee, Yoshua Bengio, Alexander Tong, Kirill Neklyudov
- Published: 17 Jun 2024, Last Modified: 12 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
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
- Published: 17 Jun 2024, Last Modified: 21 Aug 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
The Price of Freedom: Exploring Tradeoffs between Expressivity and Computational Efficiency in Equivariant Tensor Products
YuQing Xie, Ameya Daigavane, Mit Kotak, Tess Smidt
- Published: 17 Jun 2024, Last Modified: 14 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Geometric algebra transformers for large 3D meshes via cross-attention
Julian Suk, Pim De Haan, Baris Imre, Jelmer M. Wolterink
- Published: 17 Jun 2024, Last Modified: 11 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
Permutation Tree Invariant Neural Architectures
Johannes Urban, Sebastian Tschiatschek, Nils Morten Kriege
- Published: 17 Jun 2024, Last Modified: 10 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone
RIO-CPD: A Riemannian Geometric Method for Correlation-aware Online Change Point Detection
Chengyuan Deng, Zhengzhang Chen, Xujiang Zhao, Haoyu Wang, Junxiang Wang, Haifeng Chen, Jie Gao
- Published: 17 Jun 2024, Last Modified: 12 Jul 2024
- ICML 2024 Workshop GRaM
- Readers: Everyone