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摘要: 目录概符号说明SimRecPrediction-Level DistillationEmbedding-level DistillationAdaptive Contrastive Regularization总的损失代码 Xia L., Huang C., Shi J. and Xu Y. Gra 阅读全文
posted @ 2023-10-06 11:13 馒头and花卷 阅读(48) 评论(0) 推荐(1)
摘要: 目录概UnKD代码 Chen G., Chen J., Feng F., Zhou S. and He X. Unbiased knowledge distillation for recommendation. WSDM, 2023. 概 考虑流行度偏差的知识蒸馏, 应用于推荐系统. UnKD M 阅读全文
posted @ 2023-09-26 19:56 馒头and花卷 阅读(96) 评论(0) 推荐(0)
摘要: 目录概DIST代码 Huang T., You S., Wang F., Qian C. and Xu C. Knowledge distillation from a stronger teacher. NIPS, 2022. 概 用 Pearson correlation coefficient 阅读全文
posted @ 2023-09-26 15:36 馒头and花卷 阅读(110) 评论(0) 推荐(0)
摘要: 目录概DE-RRDDistillation Experts (DE)Relaxed Ranking Distillation (RRD)代码 Kang S., Hwang J., Kweon W. and Yu H. DE-RRD: A knowledge distillation framewor 阅读全文
posted @ 2023-09-22 19:52 馒头and花卷 阅读(136) 评论(0) 推荐(0)
摘要: 目录概Topology DistillationFull Topology Distillation (FTD)Hierarchical Topology Distillation (HTD)代码 Kang S., Hwang J., Kweon W. and Yu H. Topology dist 阅读全文
posted @ 2023-09-22 14:57 馒头and花卷 阅读(52) 评论(0) 推荐(0)
摘要: 目录概符号说明Collaborative distillation (CD) Lee J., Choi M., Lee J. and Shim H. Collaborative distillation for top-N recommendation. ICDM, 2019. 概 Ranking- 阅读全文
posted @ 2023-09-21 20:57 馒头and花卷 阅读(49) 评论(0) 推荐(0)
摘要: 目录概符号说明RKD代码 Park W., Kim D., Lu Y. and Cho M. Relational knowledge distillation. CVPR, 2019. 概 符号说明 \(f_T, f_S\), teacher and student model; \(\mathc 阅读全文
posted @ 2023-09-20 15:57 馒头and花卷 阅读(212) 评论(0) 推荐(0)
摘要: 目录概符号说明Ranking Distillation代码 Tang J. and Wang K. Ranking Distillation: Learning compact ranking models with high performance for recommender system. 阅读全文
posted @ 2023-09-20 14:41 馒头and花卷 阅读(99) 评论(0) 推荐(0)
摘要: 目录概符号说明TimelyRecMulti-aspect Time Encoder (MATE)Time-aware History Encoder (TAHE)Prediction代码 Cho J., Hyun D., Kang S. and Yu H. Learning heterogeneou 阅读全文
posted @ 2023-09-17 14:01 馒头and花卷 阅读(123) 评论(0) 推荐(0)
摘要: 目录概符号说明MOJITO代码 Tran V., Salha-Galvan G., Sguerra B. and Hennequin R. Attention mixtures for time-aware sequential recommendation. SIGIR, 2023. 概 本文希望 阅读全文
posted @ 2023-09-17 09:53 馒头and花卷 阅读(66) 评论(0) 推荐(0)
摘要: 目录概符号说明GTAM交替优化求解 Wang J., Jebara T. and Chang S. Graph transduction via alternating minimization. ICML, 2008. 概 一种对类别不均更鲁棒的半监督算法. 符号说明 \(\mathcal{X}_ 阅读全文
posted @ 2023-09-12 15:13 馒头and花卷 阅读(29) 评论(0) 推荐(0)
摘要: 目录概符号说明图的构建Graph Sparsification\(\epsilon\)-neighborhood graph\(k\)NN graph\(b\)-MatchingGraph Edge Re-Weighting Jebara T., Wang J. and Chang S. Graph 阅读全文
posted @ 2023-09-11 14:52 馒头and花卷 阅读(37) 评论(0) 推荐(0)
摘要: [TOC] > [Cai X., Xia L., Ren X. and Huang C. How expressive are graph neural networks in recommendation? CIKM, 2023.](http://arxiv.org/abs/2308.11127) 阅读全文
posted @ 2023-09-08 11:36 馒头and花卷 阅读(59) 评论(0) 推荐(0)
摘要: [TOC] > [Ye W., Wang S., Chen X., Wang X., Qin Z. and Yin D. Time Matters: Sequential recommendation with complex temporal information. SIGIR, 2020.]( 阅读全文
posted @ 2023-09-07 11:40 馒头and花卷 阅读(64) 评论(0) 推荐(0)
摘要: [TOC] > [Wu J., Cai R. and Wang H. D\'ej\`a vu: A contextualized temporal attention mechanism for sequential recommendation. WWW, 2020.](http://arxiv. 阅读全文
posted @ 2023-09-06 09:53 馒头and花卷 阅读(57) 评论(0) 推荐(0)
摘要: [TOC] > [Fan Z., Liu Z., Zhang J., Xiong Y., Zheng L. and Yu P. S. Continuous-time sequential recommendation with temporal graph collaborative transfo 阅读全文
posted @ 2023-09-05 10:57 馒头and花卷 阅读(47) 评论(0) 推荐(0)
摘要: # Position-Enhanced and Time-aware Graph Convolutional Network for Sequential Recommendations [TOC] > [Huang L., Ma Y., Liu Y., Du B., Wang S. and Li 阅读全文
posted @ 2023-09-04 15:44 馒头and花卷 阅读(90) 评论(0) 推荐(0)
摘要: [TOC] > [Zhao Y., Wang X., Chen J., Wang Y., Tang W., He X. and Xie H. Time-aware path reasoning on knowledge graph for recommendation. TOIS, 2022.](h 阅读全文
posted @ 2023-08-29 17:34 馒头and花卷 阅读(56) 评论(0) 推荐(0)
摘要: [TOC] > [Wu L., Sun P., Fu Y., Hong R., Wang X. and Wang M. A neural influence diffusion model for social recommendation. SIGIR, 2019.](https://dl.acm 阅读全文
posted @ 2023-08-22 14:09 馒头and花卷 阅读(47) 评论(0) 推荐(0)
摘要: [TOC] > [Liao J., Zhou W., Luo F., Wen J., Gao M., Li X. and Zeng J. SocialLGN: Light graph convolution network for social recommendation. Information 阅读全文
posted @ 2023-08-22 11:24 馒头and花卷 阅读(273) 评论(0) 推荐(0)
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