Publications

2026

1. NeurIPS

   LESSViT: Robust Hyperspectral Representation Learning under Spectral Configuration Shift

   Haozhe Si, Y. Wan, Y. Wang, and 2 more authors

   In Advances in Neural Information Processing Systems, 2026

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2025

1. UAI

   Moment Alignment: Unifying Gradient and Hessian Matching for Domain Generalization

   Y. Chen, Haozhe Si, G. Zhang, and 1 more author

   In Conference on Uncertainty in Artificial Intelligence, 2025
2. TerraBytes

   Towards a Foundation Model for Multi-modal and Multi-spectral Geospatial Data

   Haozhe Si, Y. Wan, M. Do, and 3 more authors

   In TerraBytes Workshop at ICML, 2025

2024

1. ACVC

   Furry IP-Adapter: Preserving the Text-to-Image Capability of Stable Diffusion in IP-Adapter

   Haozhe Si, X. Zhang, and Z. Zhang

   In Amazon Computer Vision Conference Workshop on Multimodal Generation, 2024
2. TMLR

   Enhancing Compositional Generalization via Compositional Feature Alignment

   Haoxiang Wang, Haozhe Si, Huajie Shao, and 1 more author

   Transactions on Machine Learning Research, 2024

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2023

1. CVPR

   Fully Self-Supervised Depth Estimation from Defocus Clue

   Haozhe Si, Bin Zhao, Dong Wang, and 4 more authors

   In IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

   PDF

2022

1. ICML

   Provable Domain Generalization via Invariant-Feature Subspace Recovery

   Haoxiang Wang, Haozhe Si, Bo Li, and 1 more author

   In International Conference on Machine Learning, 2022

   PDF

1. Preprint

   ChronoEarth-492K: A Large Scale and Long Horizon Spatiotemporal Hyperspectral Dataset and Benchmark

   Haozhe Si, Y. Wan, Y. Wang, and 2 more authors

   Under review at ISPRS Journal of Photogrammetry and Remote Sensing
2. Preprint

   Invariant-Feature Subspace Recovery: A New Class of Provable Domain Generalization Algorithms

   Haoxiang Wang^*, G. Balasubramaniam^*, Haozhe Si, and 2 more authors

   Under review at Journal of Machine Learning Research (JMLR)