3 papers
cs.LG2026
SPec: Adaptive Self-Speculative Decoding for Vision-Language Models
Yuqi Huang, Xingyao Li, Yunlong Hou +3
Speculative Decoding (SD) has demonstrated its efficacy in accelerating large language model inference, but for Vision-Language Models (VLMs), the diverse input modalities make it…
cs.CV2024
Enhancing Long Video Generation Consistency without Tuning
Xingyao Li, Fengzhuo Zhang, Jiachun Pan +3
Despite the considerable progress achieved in the long video generation problem, there is still significant room to improve the consistency of the generated videos, particularly in…
cs.LG2024
Towards Understanding Why FixMatch Generalizes Better Than Supervised Learning
Jingyang Li, Jiachun Pan, Vincent Y. F. Tan +2
Semi-supervised learning (SSL), exemplified by FixMatch (Sohn et al., 2020), has shown significant generalization advantages over supervised learning (SL), particularly in the cont…