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Coupling latent diffusion based image generation with contextual bandits enables the creation of eye-catching personalized product images at scale that was previously either impossible or too expensive.
A contextual-bandit approach to personalized news article recommendation. In Proceedings of the 19th international conference on World wide web (WWW ’10) . ACM
Lihong Li, Wei Chu, John Langford, and Robert E. Schapire. 2010 · 2010
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Contextual Bandits with Linear Payoff Functions. In Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics (Proceedings of Machine Learning Research, Vol. 15) , Geoffrey Gordon, David Dunson, and Miroslav Dudík (Eds.). PMLR, Fort Lauderdale, FL, USA, 208–214
Wei Chu, Lihong Li, Lev Reyzin, and Robert Schapire. 2011 · 2011
Earlier work this paper cites.
A study on the impact of product images on user clicks for online shopping. In Proceedings of the 20th international conference companion on World wide web . 45–46
Anjan Goswami, Naren Chittar, and Chung H Sung. 2011 · 2011
Earlier work this paper cites.
Artwork personalization at netflix. In Proceedings of the 12th ACM Conference on Recommender Systems (Vancouver, British Columbia, Canada) (RecSys ’18) . Association for Computing Machinery, New York, NY, USA, 487–488
Fernando Amat, Ashok Chandrashekar, Tony Jebara, and Justin Basilico. 2018 · 2018
Cited alongside, same era.
Score-Based Generative Modeling through Stochastic Differential Equations
Yang Song, Jascha Sohl-Dickstein, Diederik P Kingma, Abhishek Kumar, Stefano Ermon, and Ben Poole. 2021 · 2021
Cited alongside, same era.
High-resolution image synthesis with latent diffusion models. In Proceedings of the IEEE/CVF conference on computer vision and pattern recognition . 10684–10695
Robin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser, and Björn Ommer. 2022 · 2022
Cited alongside, same era.
Diffusers: State-of-the-art diffusion models
Patrick von Platen, Suraj Patil, Anton Lozhkov, Pedro Cuenca, Nathan Lambert, Kashif Rasul, Mishig Davaadorj, Dhruv Nair, Sayak Paul, William Berman, Yiyi Xu, Steven Liu, and Thomas Wolf. 2022 · 2022
Later among the works it cites.
Adding conditional control to text-to-image diffusion models. In Proceedings of the IEEE/CVF International Conference on Computer Vision . 3836–3847
Lvmin Zhang, Anyi Rao, and Maneesh Agrawala. 2023 · 2023
Later among the works it cites.
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