papers

Publications (93)

cs.NE2018

Evolving Deep Convolutional Neural Networks by Variable-length Particle Swarm Optimization for Image Classification

Bin Wang, Yanan Sun, Bing Xue +1

Convolutional neural networks (CNNs) are one of the most effective deep learning methods to solve image classification problems, but the best architecture of a CNN to solve a speci…

cs.CV2023

Continuously Controllable Facial Expression Editing in Talking Face Videos

Zhiyao Sun, Yu-Hui Wen, Tian Lv +4

Recently audio-driven talking face video generation has attracted considerable attention. However, very few researches address the issue of emotional editing of these talking face…

cs.AI2026

TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration

Zerun Ma, Guoqiang Wang, Xinchen Xie +7

While Large Language Models (LLMs) have empowered AI research agents to perform isolated scientific tasks, automating complex, real-world workflows, such as LLM training, remains a…

cs.AI2025

LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Kexian Tang, Junyao Gao, Yanhong Zeng +6

Many real-world applications of spatial intelligence, such as robotic control, autonomous driving, and automated assembly, require spatial reasoning across multiple sequential step…

cond-mat.stat-mech2022

Classical-quantum correspondence of special and extraordinary-log criticality: Villain's bridge

Yanan Sun, Jin Lyu, Jian-Ping Lv

There has been much recent progress on exotic surface critical behavior, yet the classical-quantum correspondence of special and extraordinary-log criticality remains largely uncle…

cs.NE2022

Architecture Augmentation for Performance Predictor Based on Graph Isomorphism

Xiangning Xie, Yuqiao Liu, Yanan Sun +2

Neural Architecture Search (NAS) can automatically design architectures for deep neural networks (DNNs) and has become one of the hottest research topics in the current machine lea…