papers

Publications (32)

cs.CR2022

Artificial Intelligence Security Competition (AISC)

Yinpeng Dong, Peng Chen, Senyou Deng +49

The security of artificial intelligence (AI) is an important research area towards safe, reliable, and trustworthy AI systems. To accelerate the research on AI security, the Artifi…

cs.CV2024

Sketch2Manga: Shaded Manga Screening from Sketch with Diffusion Models

Jian Lin, Xueting Liu, Chengze Li +2

While manga is a popular entertainment form, creating manga is tedious, especially adding screentones to the created sketch, namely manga screening. Unfortunately, there is no exis…

cs.LG2026

MosaicQuant: Inlier-Outlier Disaggregation for Unified 4-Bit LLM Quantization

Yangjia Hu, Haodong Wang, Zicong Hong +8

4-bit quantization significantly reduces the memory footprint and accelerates the inference of large language models (LLMs). However, its limited bit-width representation struggles…

cs.CV2026

See-through: Single-image Layer Decomposition for Anime Characters

Jian Lin, Chengze Li, Haoyun Qin +5

We introduce a framework that automates the transformation of static anime illustrations into manipulatable 2.5D models. Current professional workflows require tedious manual segme…

cs.DC2026

TwinQuant: Learnable Subspace Decomposition for 4-Bit LLM Quantization

Haodong Wang, Junjie Liu, Zicong Hong +4

4-bit quantization reduces the memory footprint and latency of large language model inference, but its aggressive precision reduction can severely degrade accuracy. Prior methods a…

cond-mat.quant-gas2025

Efficient Preparation of Fermionic Superfluids in an Optical Dipole Trap through Reinforcement Learning

Yueyang Min, Ziliang Li, Yi Zhong +4

We demonstrate a reinforcement learning (RL) based control framework for optimizing evaporative cooling in the preparation of strongly interacting degenerate Fermi gases of Li6. Us…