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DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings


Apr 21, 2022
Yung-Sung Chuang, Rumen Dangovski, Hongyin Luo, Yang Zhang, Shiyu Chang, Marin Soljačić, Shang-Wen Li, Wen-tau Yih, Yoon Kim, James Glass

* NAACL 2022 main conference (Long paper). Pretrained models and code are available at https://github.com/voidism/DiffCSE 

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Meta-Learning and Self-Supervised Pretraining for Real World Image Translation


Dec 22, 2021
Ileana Rugina, Rumen Dangovski, Mark Veillette, Pooya Khorrami, Brian Cheung, Olga Simek, Marin Soljačić

* 10 pages, 8 figures, 2 tables 

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Equivariant Contrastive Learning


Oct 28, 2021
Rumen Dangovski, Li Jing, Charlotte Loh, Seungwook Han, Akash Srivastava, Brian Cheung, Pulkit Agrawal, Marin Soljačić

* 17 pages, 5 figures 

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Surrogate- and invariance-boosted contrastive learning for data-scarce applications in science


Oct 15, 2021
Charlotte Loh, Thomas Christensen, Rumen Dangovski, Samuel Kim, Marin Soljacic

* 21 pages, 10 figures 

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Data-Informed Global Sparseness in Attention Mechanisms for Deep Neural Networks


Nov 20, 2020
Ileana Rugina, Rumen Dangovski, Li Jing, Preslav Nakov, Marin Soljačić

* 9 pages, 6 figures, 9 tables 

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Vector-Vector-Matrix Architecture: A Novel Hardware-Aware Framework for Low-Latency Inference in NLP Applications


Oct 06, 2020
Matthew Khoury, Rumen Dangovski, Longwu Ou, Preslav Nakov, Yichen Shen, Li Jing

* To appear at the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP '20), November 16-20, 2020, NMT, AI accelerators, co-design, TPU, OPU, 10 pages, 3 figures, 4 tables 

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On a Novel Application of Wasserstein-Procrustes for Unsupervised Cross-Lingual Learning


Jul 18, 2020
Guillem Ramírez, Rumen Dangovski, Preslav Nakov, Marin Soljačić


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Contextualizing Enhances Gradient Based Meta Learning


Jul 17, 2020
Evan Vogelbaum, Rumen Dangovski, Li Jing, Marin Soljačić


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Interpretable Neuroevolutionary Models for Learning Non-Differentiable Functions and Programs


Jul 16, 2020
Allan Costa, Rumen Dangovski, Samuel Kim, Pawan Goyal, Marin Soljačić, Joseph Jacobson


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WaveletNet: Logarithmic Scale Efficient Convolutional Neural Networks for Edge Devices


Nov 28, 2018
Li Jing, Rumen Dangovski, Marin Soljacic

* 10 pages, 5 figures 

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Rotational Unit of Memory


Oct 26, 2017
Rumen Dangovski, Li Jing, Marin Soljacic


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