On the Embedding Collapse when Scaling up Recommendation Models

On the Embedding Collapse when Scaling up Recommendation Models

6 October 2023

Ximei Wang

Papers citing "On the Embedding Collapse when Scaling up Recommendation Models"

8 / 8 papers shown

Title
The Evolution of Embedding Table Optimization and Multi-Epoch Training in Pinterest Ads Conversion Andrew Qiu Shubham Barhate Hin Wai Lui Runze Su Rafael Rios Müller Kungang Li Ling Leng Han Sun Shayan Ehsani Zhifang Liu 31 0 0 08 May 2025
Large Memory Network for Recommendation Hui Lu Zheng Chai Y. Zheng Zhe Chen Deping Xie Peng Xu Xun Zhou 56 0 0 08 Feb 2025
$FuXi-$\alpha$: Scaling Recommendation Model with Feature Interaction Enhanced Transformer$ FuXi- $\alpha$ : Scaling Recommendation Model with Feature Interaction Enhanced Transformer Yufei Ye Wei Guo Jin Yao Chin Hao Wang Hong Zhu ... Yuyang Ye Y. Liu Ruiming Tang Defu Lian Enhong Chen 94 2 0 05 Feb 2025
Preference Diffusion for Recommendation Shuo Liu An Zhang Guoqing Hu Hong Qian Tat-Seng Chua 57 1 0 17 Oct 2024
Long-Sequence Recommendation Models Need Decoupled Embeddings Ningya Feng Junwei Pan Jialong Wu Baixu Chen Ximei Wang Qian Li Xian Hu Jie Jiang Mingsheng Long AI4TS 40 2 0 03 Oct 2024
Mitigating Propensity Bias of Large Language Models for Recommender Systems Guixian Zhang Guan Yuan Debo Cheng Lin Liu Jiuyong Li Shichao Zhang 44 2 0 30 Sep 2024
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 124 187 0 02 May 2021
The Intrinsic Dimension of Images and Its Impact on Learning Phillip E. Pope Chen Zhu Ahmed Abdelkader Micah Goldblum Tom Goldstein 197 260 0 18 Apr 2021