October 17, 2024 06:53
Abstract
A workshop, titled “CoLoRAI – Connecting Low-Rank Representations in AI” will be held on March 3-4, 2024 at the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI-25) in Pennsylvania, USA. Chao Li, Research Scientist of the Tensor Learning Team is an organizer.
- Date:March 3-4, 2025
- Time: TBA
- Venue:Pennsylvania Convention Center in Philadelphia, Pennsylvania, USA
- Paper submission deadline: November 22, 2024
- Topics of interest
Topics of interest include, but are not limited to:
- low-rank structures to speed up computation of large ML systems such as adaptors in LLMs and structured computational graphs
- circuit representations for reliable and efficient probabilistic reasoning and learning with applications to trustworthy ML such as reliable neuro-symbolic AI
- tensorial architecture design in deep learning such as polynomial representations that have emerged as a strong-performing alternative to the standard neural network paradigm
- tensor networks for quantum and physics-inspired computing to solve variational inference, PDEs and inverse problems
- theory of matrix and tensor factorization methods and their optimization in sketching, compression and tensor completion
- expressivity of tensor representations including exponential lower bounds of matrix ranks and circuit sizes and sample complexity of learned representations
- applications of low-rank representations in AI-related fields such as data and model compression, multimodal fusion, and model interpretability.
For more information, please see the following web site.
AAAI-25 Workshop: TCoLoRAI – Connecting Low-Rank Representations in AI
More Information
Date | March 3, 2025 (Mon) - March 4, 2025(Tue) |
URL | https://april-tools.github.io/colorai/ |
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