The Living Thing / Notebooks :

Learnable indexes and hashes

Dr. Wu-Jun LI’s excellent Lit review and practicalities supporting their own papers.


Beutel, A., Kraska, T., Chi, H., Dean, J., & Polyzotis, N. (2017) A Machine Learning Approach to Databases Indexes. In Advances In Neural Information Processing Systems.
Cao, Z., Long, M., Wang, J., & Yu, P. S.(2017) HashNet: Deep Learning to Hash by Continuation. ArXiv:1702.00758 [Cs].
Kraska, T., Beutel, A., Chi, E. H., Dean, J., & Polyzotis, N. (2017) The Case for Learned Index Structures. ArXiv:1712.01208 [Cs].
Lai, H., Pan, Y., Liu, Y., & Yan, S. (2015) Simultaneous feature learning and hash coding with deep neural networks. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (pp. 3270–3278). DOI.
Li, W.-J., Wang, S., & Kang, W.-C. (2015) Feature learning based deep supervised hashing with pairwise labels. ArXiv Preprint ArXiv:1511.03855.
Lin, K., Yang, H.-F., Hsiao, J.-H., & Chen, C.-S. (2015) Deep learning of binary hash codes for fast image retrieval. In Proceedings of the IEEE conference on computer vision and pattern recognition workshops (pp. 27–35). DOI.
Liong, E., Lu, J., Wang, G., Moulin, P., & Zhou, J. (2015) Deep Hashing for Compact Binary Codes Learning. In 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (pp. 2475–2483). DOI.
Xia, R., Pan, Y., Lai, H., Liu, C., & Yan, S. (2014) Supervised Hashing for Image Retrieval via Image Representation Learning. In AAAI (Vol. 1, pp. 2156–2162).
Xu, J., Wang, P., Tian, G., Xu, B., Zhao, J., Wang, F., & Hao, H. (2015) Convolutional Neural Networks for Text Hashing. In IJCAI (pp. 1369–1375).
Yang, H. F., Lin, K., & Chen, C. S.(2018) Supervised Learning of Semantics-Preserving Hash via Deep Convolutional Neural Networks. IEEE Transactions on Pattern Analysis and Machine Intelligence, 40(2), 437–451. DOI.
Zhang, R., Lin, L., Zhang, R., Zuo, W., & Zhang, L. (2015) Bit-scalable deep hashing with regularized similarity learning for image retrieval and person re-identification. IEEE Transactions on Image Processing, 24(12), 4766–4779.