March 30, 2025 Dynamic Key-Value Memory Networks for Knowledge Tracing DKVMN, 带记忆结构的知识追踪 Paper Knowledge Tracing Memory Seminal Empirical WWW 2017
March 30, 2025 Meta-Learning with Memory-Augmented Neural Networks MANN, 外置记忆模块 Paper Memory Seminal Empirical ICML 2016
March 27, 2025 Deep Knowledge Tracing DKT, 知识追踪 Paper Knowledge Tracing RNN LSTM Seminal Empirical NeurIPS 2015
March 27, 2025 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 Paper Sequential Recommendation Generative Vector Quantization Empirical 2024
March 25, 2025 Collaborative Alignment for Recommendation CARec, ID-Textual 特征对齐 Paper Collaborative Filtering Universal Embedding Empirical CIKM 2024
March 24, 2025 Multimodal Pre-training for Sequential Recommendation via Contrastive Learning MP4SR, 模态融合之于多模态序列推荐 Paper Multimodal Recommendation Sequential Recommendation Universal Embedding Empirical TORS 2024
March 16, 2025 Autoregressive Image Generation using Residual Quantization RQ-VAE, 残差向量量化 Paper VAE Residual Vector Quantization Empirical CVPR 2022
March 16, 2025 Recommender Systems with Generative Retrieval TIGER, 向量量化生成式检索 Paper Sequential Recommendation Generative Vector Quantization Seminal Empirical NeurIPS 2023
March 12, 2025 Finite Scalar Quantization: VQ-VAE Made Simple FSQ, 标量量化 Paper Vector Quantization Codebook Collapse Empirical arXiv 2023
March 11, 2025 Taming Transformers for High-Resolution Image Synthesis VQGAN, 自回归式的图片生成 Paper GAN Vector Quantization Image Synthesis Seminal Empirical CVPR 2021