Tpp Model
![Top Model Pocket Coloring Book [2025]](https://www.depesche.com/var/site/storage/images/7/3/9/1/121937-2-eng-GB/477361e45778-topbanner-topmodel-logo.png "Tpp Model"){kind=logo}
![Top Model Coloring Book [2025]](https://www.design24gifts.co.uk/wp-content/uploads/2023/09/depesche-topmodel-create-your-glamour-special-colouring-book-11711_a.jpg "Tpp Model")
:max_bytes(150000):strip_icc():focal(999x0:1001x2)/americas-next-top-model-cycle-9-02-070825-baa770dd84f54d5389b7bb0f50afe873.jpg "Tpp Model")
%20are%20widely%20used%20to%20model%20the%20timing%20and%20occurrence%20of%20events%20in%20domains%20such%20as%20social%20networks%2C%20transportation%20systems%2C... "Tpp Model")
![[2301.12023] Meta Temporal Point Processes](https://ar5iv.labs.arxiv.org/html/2301.12023/assets/x1.png "Tpp Model")
![[논문 리뷰] TPP-LLM: Modeling Temporal Point Processes by Efficiently Fine ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/tpp-llm-modeling-temporal-point-processes-by-efficiently-fine-tuning-large-language-models-1.png "Tpp Model")
%20constructs%20an%20intensity%20function%20by%20taking%20the%20occurrence%20times%20into%20account.%20Nevertheless%2C%20occurrence%20time%20may%20not%20be%20the%20only%20relevant%20factor%2C%20other%20contextual%20data%2C%20termed%20covariates%2C%20may%20also%20impact%20the%20event%20evolution.%20Incorporating%20such%20covariates%20into%20the%20model%20is%20beneficial%2C%20while%20distinguishing%20their%20relevance%20to%20the%20event%20dynamics%20is%20of%20great%20practical%20significance.%20In%20this%20work%2C%20we%20propose%20a%20Transformer-based%20covariate%20temporal%20point%20process%20(TransFeat-TPP)%20model%20to%20improve%20the%20interpretability%20of%20deep%20covariate-TPPs%20while%20maintaining%20powerful%20expressiveness.%20TransFeat-TPP%20can%20effectively%20model%20complex%20relationships%20between%20events%20and%20covariates%2C%20and%20provide%20enhanced%20interpretability%20by%20discerning%20the%20importance%20of%20various%20covariates.%20Experimental%20results%20on%20synthetic%20and%20real%20datasets%20demonstrate%20improved%20prediction%20accuracy%20and%20consistently%20interpretable%20feature%20importance%20when%20compared%20to%20existing%20deep%20covariate-TPPs. "Tpp Model")
![[2307.08097] EasyTPP: Towards Open Benchmarking Temporal Point Processes](https://ar5iv.labs.arxiv.org/html/2307.08097/assets/x2.png "Tpp Model")
![[2301.11902] Tree-structured Policy Planning with Learned Behavior Models](https://ar5iv.labs.arxiv.org/html/2301.11902/assets/diagram.png "Tpp Model")
![[Literature Review] ADiff4TPP: Asynchronous Diffusion Models for ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/adiff4tpp-asynchronous-diffusion-models-for-temporal-point-processes-1.png "Tpp Model")
![[2502.07139] Language-TPP: Integrating Temporal Point Processes with ...](https://ar5iv.labs.arxiv.org/html/2502.07139/assets/x2.png "Tpp Model")
![[논문 리뷰] TransFeat-TPP: An Interpretable Deep Covariate Temporal Point ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/transfeat-tpp-an-interpretable-deep-covariate-temporal-point-processes-2.png "Tpp Model")
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