Lorentzian Residual Neural Networks
Neil He, Menglin Yang, and Rex Ying. 2025. Lorentzian Residual Neural Networks. In KDD .
CV
Education
- Ph.D in Version Control Theory, GitHub University, 2018 (expected)
- M.S. in Jekyll, GitHub University, 2014
- B.S. in GitHub, GitHub University, 2012
Work experience
- Spring 2024: Academic Pages Collaborator
- GitHub University
- Duties includes: Updates and improvements to template
- Supervisor: The Users
- Fall 2015: Research Assistant
- GitHub University
- Duties included: Merging pull requests
- Supervisor: Professor Hub
- Summer 2015: Research Assistant
- GitHub University
- Duties included: Tagging issues
- Supervisor: Professor Git
Skills
- Skill 1
- Skill 2
- Sub-skill 2.1
- Sub-skill 2.2
- Sub-skill 2.3
- Skill 3
Publications
Hyperbolic Deep Learning for Foundation Models: A Survey
Neil He, Hiren Madhu, Ngoc Bui, Menglin Yang, and Rex Ying. "Hyperbolic Deep Learning for Foundation Models: A Survey." in KDD. 2025.
Efficient Diffusion Models for Symmetric Manifolds
Oren Mangoubi, Neil He, and Nisheeth K. Vishnoi. "Efficient Diffusion Models for Symmetric Manifolds." in ICML. 2025
HyperCore: The Core Framework for Building Hyperbolic Foundation Models with Comprehensive Modules
Neil He, Menglin Yang, and Rex Ying. "HyperCore: The Core Framework for Building Hyperbolic Foundation Models with Comprehensive Modules." TheWebConf NEGEL Workshop. 2025.
HELM: Hyperbolic Large Language Models via Mixture-of-Curvature Experts
Neil He, Rishabh Anand, Hiren Madhu, Ali Maatouk, Smita Krishnaswamy, Leandros Tassiulas, Menglin Yang, and Rex Ying. "HELM: Hyperbolic Large Language Models via Mixture-of-Curvature Experts." arXiv preprint. 2025.
Position: Beyond Euclidean – Foundation Models Should Embrace Non-Euclidean Geometries
Neil He, Jiahong Liu, Buze Zhang, Ngoc Bui, Ali Maatouk, Menglin Yang, Irwin King, Melanie Weber, and Rex Ying. "Position: Beyond Euclidean -- Foundation Models Should Embrace Non-Euclidean Geometries." arXiv preprint. 2025.
PyPOD-GP: Using PyTorch for accelerated chip-level thermal simulation of the GPU
Neil He, Ming-Cheng Cheng, Yu Liu. "PyPOD-GP: Using PyTorch for accelerated chip-level thermal simulation of the GPU " in SoftwareX. Vol.30, p.102147.
Talks
Non-Euclidean Foundation Models: Advancing AI Beyond Euclidean Frameworks
Conference proceeding workshop at The Thirty-Ninth Annual Conference on Neural Information Processing Systems, San Diego, CA, USA
Hyperbolic Deep Learning for Foundation Models: A Tutorial
Conference proceedings lecture-style tutorial at ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Toronto, Ontario, Canada
Teaching
Service and leadership
- Currently signed in to 43 different slack teams