Vector Quantization

Addressing Representation Collapse in Vector Quantized Models with One Linear Layer

SimVQ, 坐标变换替代可学习 Codebook

Restructuring Vector Quantization with The Rotation Trick

一种利用 Rotation Trick 来替代 STE 的方案

OneRec: Unifying Retrieve and Rank with Generative Recommender and Preference Alignment

OneRec, 端到端的推荐模型

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