3 papers
cs.DC2024
vTensor: Flexible Virtual Tensor Management for Efficient LLM Serving
Jiale Xu, Rui Zhang, Cong Guo +11
Large Language Models (LLMs) are widely used across various domains, processing millions of daily requests. This surge in demand poses significant challenges in optimizing throughp…
cs.LG2023
Evolving Dictionary Representation for Few-shot Class-incremental Learning
Xuejun Han, Yuhong Guo
New objects are continuously emerging in the dynamically changing world and a real-world artificial intelligence system should be capable of continual and effectual adaptation to n…
cs.LG2021
Contrastive Continual Learning with Feature Propagation
Xuejun Han, Yuhong Guo
Classical machine learners are designed only to tackle one task without capability of adopting new emerging tasks or classes whereas such capacity is more practical and human-like…