← Search

Shaozhen Liu

3 accepted papers

2026

UniAlignment: Semantic Alignment for Unified Image Generation, Understanding, Manipulation and Perception

AAAI 2026technical

The remarkable success of diffusion models in text-to-image generation has sparked growing interest in expanding their capabilities to a variety of multi-modal tasks, including image understanding, manipulation, and perception. These tasks require advanced semantic comprehension across both visual a

Cited by 0SourcePDFScholar
2025

MolSpectra: Pre-training 3D Molecular Representation with Multi-modal Energy Spectra

ICLR 2025poster

Establishing the relationship between 3D structures and the energy states of molecular systems has proven to be a promising approach for learning 3D molecular representations. However, existing methods are limited to modeling the molecular energy states from classical mechanics. This limitation resu…

2024

Pin-Tuning: Parameter-Efficient In-Context Tuning for Few-Shot Molecular Property Prediction

NeurIPS 2024poster

Molecular property prediction (MPP) is integral to drug discovery and material science, but often faces the challenge of data scarcity in real-world scenarios. Addressing this, few-shot molecular property prediction (FSMPP) has been developed. Unlike other few-shot tasks, FSMPP typically employs a p…