OneRec: Unifying Retrieve and Rank with Generative Recommender and Preference Alignment
OneRec, 端到端的推荐模型
Vector Quantization
QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou
QARM, 多模态推荐对齐与量化
Unifying Generative and Dense Retrieval for Sequential Recommendation
LIGER, 生成式检索的冷启动缺陷与解决方案
Vector Quantization
Autoregressive Image Generation using Residual Quantization
RQ-VAE, 残差向量量化
Recommender Systems with Generative Retrieval
TIGER, 向量量化生成式检索
Finite Scalar Quantization: VQ-VAE Made Simple
FSQ, 标量量化
Taming Transformers for High-Resolution Image Synthesis
VQGAN, 自回归式的图片生成
Neural Discrete Representation Learning
VQ-VAE, 向量量化的开山之作