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Yuhang Song
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Predicting head movement in panoramic video: A deep reinforcement learning approach
M Xu, Y Song, J Wang, ML Qiao, L Huo, Z Wang
IEEE transactions on pattern analysis and machine intelligence 41 (11), 2693 …, 2018
2472018
Can the brain do backpropagation?---exact implementation of backpropagation in predictive coding networks
Y Song, T Lukasiewicz, Z Xu, R Bogacz
Advances in neural information processing systems 33, 22566-22579, 2020
822020
Associative memories via predictive coding
T Salvatori, Y Song, Y Hong, L Sha, S Frieder, Z Xu, R Bogacz, ...
Advances in Neural Information Processing Systems 34, 3874-3886, 2021
632021
Multi-level wavelet-based generative adversarial network for perceptual quality enhancement of compressed video
J Wang, X Deng, M Xu, C Chen, Y Song
European Conference on Computer Vision, 405-421, 2020
502020
Lau-net: Latitude adaptive upscaling network for omnidirectional image super-resolution
X Deng, H Wang, M Xu, Y Guo, Y Song, L Yang
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
432021
Universal hopfield networks: A general framework for single-shot associative memory models
B Millidge, T Salvatori, Y Song, T Lukasiewicz, R Bogacz
International Conference on Machine Learning, 15561-15583, 2022
422022
Predictive coding: Towards a future of deep learning beyond backpropagation?
B Millidge, T Salvatori, Y Song, R Bogacz, T Lukasiewicz
arXiv preprint arXiv:2202.09467, 2022
382022
Reverse differentiation via predictive coding
T Salvatori, Y Song, Z Xu, T Lukasiewicz, R Bogacz
Proceedings of the AAAI Conference on Artificial Intelligence 36 (7), 8150-8158, 2022
322022
Arena: A general evaluation platform and building toolkit for multi-agent intelligence
Y Song, A Wojcicki, T Lukasiewicz, J Wang, A Aryan, Z Xu, M Xu, Z Ding, ...
Proceedings of the AAAI conference on artificial intelligence 34 (05), 7253-7260, 2020
302020
Learning on arbitrary graph topologies via predictive coding
T Salvatori, L Pinchetti, B Millidge, Y Song, T Bao, R Bogacz, ...
Advances in neural information processing systems 35, 38232-38244, 2022
252022
Diversity-driven extensible hierarchical reinforcement learning
Y Song, J Wang, T Lukasiewicz, Z Xu, M Xu
Proceedings of the AAAI conference on artificial intelligence 33 (01), 4992-4999, 2019
232019
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation
Y Song, B Millidge, T Salvatori, T Lukasiewicz, Z Xu, R Bogacz
Nature Neuroscience, 1-11, 2024
222024
Predictive coding can do exact backpropagation on convolutional and recurrent neural networks
T Salvatori, Y Song, T Lukasiewicz, R Bogacz, Z Xu
arXiv preprint arXiv:2103.03725, 2021
222021
Recurrent predictive coding models for associative memory employing covariance learning
M Tang, T Salvatori, B Millidge, Y Song, T Lukasiewicz, R Bogacz
PLoS computational biology 19 (4), e1010719, 2023
192023
Backpropagation at the infinitesimal inference limit of energy-based models: Unifying predictive coding, equilibrium propagation, and contrastive hebbian learning
B Millidge, Y Song, T Salvatori, T Lukasiewicz, R Bogacz
arXiv preprint arXiv:2206.02629, 2022
172022
Zeroth-order supervised policy improvement
H Sun, Z Xu, Y Song, M Fang, J Xiong, B Dai, B Zhou
arXiv preprint arXiv:2006.06600, 2020
142020
Mega-reward: Achieving human-level play without extrinsic rewards
Y Song, J Wang, T Lukasiewicz, Z Xu, S Zhang, A Wojcicki, M Xu
Proceedings of the AAAI Conference on Artificial Intelligence 34 (04), 5826-5833, 2020
132020
Incremental predictive coding: A parallel and fully automatic learning algorithm
T Salvatori, Y Song, B Millidge, Z Xu, L Sha, C Emde, R Bogacz, ...
arXiv preprint arXiv:2212.00720, 2022
112022
A theoretical framework for inference and learning in predictive coding networks
B Millidge, Y Song, T Salvatori, T Lukasiewicz, R Bogacz
arXiv preprint arXiv:2207.12316, 2022
112022
MW-Gan+ for perceptual quality enhancement on compressed video
J Wang, M Xu, X Deng, L Shen, Y Song
IEEE Transactions on Circuits and Systems for Video Technology 32 (7), 4224-4237, 2021
102021
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