Center for Advanced Intelligence Project

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:

1. low-rank structures to speed up computation of large ML systems such as adaptors in LLMs and structured computational graphs
2. circuit representations for reliable and efficient probabilistic reasoning and learning with applications to trustworthy ML such as reliable neuro-symbolic AI
3. tensorial architecture design in deep learning such as polynomial representations that have emerged as a strong-performing alternative to the standard neural network paradigm
4. tensor networks for quantum and physics-inspired computing to solve variational inference, PDEs and inverse problems
5. theory of matrix and tensor factorization methods and their optimization in sketching, compression and tensor completion
6. expressivity of tensor representations including exponential lower bounds of matrix ranks and circuit sizes and sample complexity of learned representations
7. 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