2 papers
physics.optics2026
A generative pre-trained transformer with Kerr-soliton attention
Lindell M. Williams, Yan Jin, Scott B. Papp
Artificial intelligence systems, particularly through generative pre-trained transformers (GPTs), have enabled capability-rich language models, but their operation incurs substanti…
cs.LG2026
CATS: Cascaded Adaptive Tree Speculation for Memory-Limited LLM Inference Acceleration
Yuning Han, Yangchenchen Jin, Dylan Zhao +1
Auto-regressive decoding in Large Language Models (LLMs) is inherently memory-bound: every generation step requires loading the model weights and intermediate results from memory (…