parameter-efficient
Refers to methods or architectures that achieve strong performance with fewer parameters, reducing computational resources while maintaining or enhancing capability.
- Bisecle: Binding and Separation in Continual Learning for Video Language Understanding
- Curvature Tuning: Provable Training-free Model Steering From a Single Parameter
- Don’t Forget the Enjoin: FocalLoRA for Instruction Hierarchical Alignment in Large Language Models
- LaX: Boosting Low-Rank Training of Foundation Models via Latent Crossing
- Orochi: Versatile Biomedical Image Processor
- StelLA: Subspace Learning in Low-rank Adaptation using Stiefel Manifold
- Towards General Continuous Memory for Vision-Language Models