2026
FlexRank: Nested Low-Rank Knowledge Decomposition for Adaptive Model Deployment
ICML 2026spotlight
The growing scale of deep neural networks, encompassing large language models (LLMs) and vision transformers (ViTs), has made training from scratch prohibitively expensive and deployment increasingly costly. These models are often used as computational monoliths with fixed cost, a rigidity that does…