Published 'Benchmarking diffusion models for predicting perturbed cellular responses' at NeurIPS 2025
Published 'C2Prompt: Class-aware Client Knowledge Interaction for Federated Continual Learning' at NeurIPS 2025
Published 'Boosting Dynamic Prototyping via Dual-Knowledge Clustering for Semi-Supervised Lifelong Person Re-Identification' at ICCV 2025
Published 'CellCLAT: Preserving Topology and Trimming Redundancy in Self-Supervised Cellular Contrastive Learning' at KDD 2025 (Oral), as co-first and corresponding author
Multiple papers at ICML 2025, including 'Rethinking the Bias of Foundation Model under Long-tailed Distribution', 'On the Out-of-Distribution Generalization of Self-Supervised Learning', 'Towards the Causal Complete Cause of Multi-Modal Representation Learning', and 'Learning Invariant Causal Mechanism from Vision-Language Models'
Published 'DenoiseVAE: Learning Molecule-Adaptive Noise Distributions for Denoising-based 3D Molecular Pre-training' at ICLR 2025
Published 'BayesPrompt: Prompting Large-Scale Pre-Trained Language Models on Few-shot Inference via Debiased Domain Abstraction' at ICLR 2024
Published 'Rethinking Misalignment in Vision-Language Model Adaptation from a Causal Perspective' at NeurIPS 2024
Multiple papers in International Journal of Computer Vision (IJCV, 2024–2025), including 'Rethinking Generalizability and Discriminability of Self-Supervised Learning from Evolutionary Game Theory Perspective', 'On the Generalization and Causal Explanation in Self-Supervised Learning', and 'Continual Test-Time Adaptation for Single Image Defocus Deblurring via Causal Siamese Networks'
Contributed a book chapter titled 'Knowledge Management Dynamics in a Transformative Environment' (ISBN 978-1-83634-494-0)