5 citations · 19 across the 18 of their papers we have counts for
4 papers · 1 filter
ControlThinker: Unveiling Latent Semantics for Controllable Image Generation through Visual Reasoning
Feng Han, Yang Jiao, Shaoxiang Chen +3
The field of controllable image generation has seen significant advancements, with various architectures improving generation layout consistency with control signals. However, cont…
OmniGenBench: A Benchmark for Omnipotent Multimodal Generation across 50+ Tasks
Jiayu Wang, Yang Jiao, Yue Yu +4
Recent breakthroughs in large multimodal models (LMMs), such as the impressive GPT-4o-Native, have demonstrated remarkable proficiency in following general-purpose instructions for…
UniToken: Harmonizing Multimodal Understanding and Generation through Unified Visual Encoding
Yang Jiao, Haibo Qiu, Zequn Jie +4
We introduce UniToken, an auto-regressive generation model that encodes visual inputs through a combination of discrete and continuous representations, enabling seamless integratio…
Mirror Descent Linearized Augmented Lagrangian Methods for Nonconvex Constrained Stochastic Zeroth-Order Optimization
Qiankun Shi, Han Yuan, Xiao Wang +1
In this paper, we study nonconvex constrained stochastic zeroth-order optimization problems with exact constraints and stochastic objective evaluations. To solve this class of prob…