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Sun Dec 07 08:50 AM -- 09:00 AM (PST) None
Opening remarks
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Invited Talk
Sun Dec 07 09:00 AM -- 09:50 AM (PST) None
Invited talk: Dr. Bo Xiong
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Bo Xiong
Invited Talk
Sun Dec 07 09:50 AM -- 10:40 AM (PST) None
Invited talk: Prof. Smita Krishnaswamy
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Smita Krishnaswamy
Invited Talk
Sun Dec 07 10:40 AM -- 11:30 AM (PST) None
Invited talk: Prof. Pascal Mettes
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Pascal Mettes
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
Extracting information from fine-tuned weights
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Nan Chen · Hayden Helm · Youngser Park · Carey E Priebe · Soledad Villar
[ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
Any-Subgroup Equivariant Networks via Symmetry Breaking
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Abhinav Goel · Derek Lim · Hannah Lawrence · Stefanie Jegelka · Teresa Huang
[ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
CAT: Curvature-Adaptive Transformers for Geometry-Aware Learning
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Ryan Lin · Siddhartha Ojha · Nicholas Bai
[ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
Differentiable Lifting for Topological Neural Networks
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Jorge Franco · Gabriel Duarte · Alexander Nikitin · Moacir Ponti · Diego Mesquita · Amauri Souza
[ Poster]  [ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
RL's Razor: Why On-Policy Reinforcement Learning Forgets Less
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Idan Shenfeld · Jyo Pari · Pulkit Agrawal
[ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
Johnson-Lindenstrauss Lemma Beyond Euclidean Geometry
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Chengyuan Deng · Jie Gao · Kevin Lu · Feng Luo · Cheng Xin
[ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
CoPE: A Lightweight Complex Positional Encoding
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Avinash Amballa
[ Poster]  [ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
HyperHELM: Hyperbolic Hierarchy Encoding for mRNA Language Modeling
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Max van Spengler · Artem Moskalev · Tommaso Mansi · Mangal Prakash · Rui Liao
[ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
Hyperbolic Residual Quantization: Discrete Representations for Data with Latent Hierarchies
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Piotr Piękos · Subhradeep Kayal · Alexandros Karatzoglou
[ Poster]  [ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
Towards Intrinsic Topology Search: Differentiable Isomap Application
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Julia Borisova · Alexander Hvatov
[ Poster]  [ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
The Geometry of Thought
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Kalyan Cherukuri
[ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
Memorization-Compression Cycles Improve Generalization
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Fangyuan Yu
[ Poster]  [ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
Contrastive MIM: A Contrastive Mutual Information Framework for Unified Generative and Discriminative Representation Learning
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Micha Livne
[ Poster]  [ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
Quantum-Inspired Complex Transformers: Resolving the Fundamental Algebraic Ambiguity for Enhanced Neural Representations
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Bhargav Patel
[ Slides]  [ Poster]  [ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
Geometry-Aware Backdoor Attacks: Leveraging Curvature in Hyperbolic Embeddings
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Ali Baheri
[ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
ONG: Orthogonal Natural Gradient Descent
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Yajat Yadav · Patrick Mendoza · Jathin Korrapati
[ Poster]  [ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
HypBench: Hyperbolic Benchmark for Graph Neural Network Performance
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Roya Aliakbarisani · Robert Jankowski · M. Serrano · Marian Boguña
[ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
Boundary Guidance for Efficient 3D CT Vision–Language Reasoning
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Soo Kim
[ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
Attentive Multi-Channel Molecular Representation in Drug–Target Affinity Prediction
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Ming Shen · Yijingxiu Lu · Boyu Feng · Irwin King
[ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
GLASS: A Differentiable Geometric Alignment Layer on Manifolds and Graphs via Learned Slices and Soft Optimal Transport
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Nizar Benbouchta
[ OpenReview] 
Poster
Sun Dec 07 11:29 AM -- 12:55 PM (PST) None
When Curvature Beats Dimension: Euclidean Limits and Hyperbolic Design Rules for Trees
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Sarwesh Rauniyar
[ OpenReview] 
Poster
Sun Dec 07 11:30 AM -- 12:55 PM (PST) None
Biological Pathway Informed Models with Graph Attention Networks (GATs)
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Gavin Wong · Ping Ho · Ivan Yeung · Ka Chun Cheung · Simon See
[ OpenReview] 
Poster
Sun Dec 07 11:30 AM -- 12:55 PM (PST) None
AQuaMaM: An Autoregressive, Quaternion Manifold Model for Rapidly Estimating Complex SO(3) Distributions
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Michael A. Alcorn
[ Slides]  [ Poster] 
Break
Sun Dec 07 12:55 PM -- 01:00 PM (PST) None
Lunch Break
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Invited Talk
Sun Dec 07 01:00 PM -- 01:50 PM (PST) None
Invited talk: Prof. Philip S. Yu
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Philip S Yu
Invited Talk
Sun Dec 07 01:50 PM -- 02:40 PM (PST) None
Invited talk: Dr. Lucas Vinh Tran
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Lucas Vinh Tran
Panel
Sun Dec 07 02:40 PM -- 03:30 PM (PST) None
Panel: Foundation Models Meet Non-Euclidean Space
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Oral
Sun Dec 07 03:30 PM -- 05:00 PM (PST) None
New Geometric Primitives for Machine Reasoning
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Peihao Wang
Oral
Sun Dec 07 03:30 PM -- 03:30 PM (PST) None
Geometry-adaptive Hyperbolic Learning in Computer Vision
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Oral
Sun Dec 07 03:30 PM -- 05:00 PM (PST) None
AQuaMaM: An Autoregressive, Quaternion Manifold Model for Rapidly Estimating Complex SO(3) Distributions
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Michael A. Alcorn
[ Slides]  [ OpenReview] 
Oral
Sun Dec 07 03:30 PM -- 05:00 PM (PST) None
A geometric framework for momentum-based optimizers for low-rank training
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Steffen Schotthöfer · Timon Klein · Jonas Kusch
[ OpenReview] 
Oral
Sun Dec 07 03:30 PM -- 05:00 PM (PST) None
Riemannian Fuzzy K-Means on Product Manifolds
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Jinghui Yuan · Zhuo Liu · Feiping Nie
[ OpenReview] 
Oral
Sun Dec 07 03:30 PM -- 05:00 PM (PST) None
SphereEdit: Geometric Control for Composable Diffusion-Based Image Editing
In Non-Euclidean Foundation Models and Geometric Learning: Advancing AI Beyond Euclidean Frameworks
Salamata Konate · Hassan Hamidi · Elham Dolatabadi · Frank Rudzicz · Laleh Seyyed-Kalantari
[ OpenReview]