RecSys et al.

Interpretable Attribute-based Action-aware Bandits for Within-Session Personalization in E-commerce

Dec 3, 20243 min read

Authors propose Online Personalized Attribute-based Re-ranker (OPAR), a light-weight, within-session personalization approach using multi-arm bandits...

Interpretable Attribute-based Action-aware Bandits for Within-Session Personalization in E-commerce

Luong Attention

Dec 1, 20242 min read

Luong Attention is proposed in the paper Effective Approaches to Attention-based Neural Machine Translation with two variants Global Attention Local...

Luong Attention

Hard, Soft and Doubly Stochastic Attention

Nov 30, 20242 min read

For the image captioning task, the paper Show, Attend and Tell: Neural Image Caption Generation with Visual Attention proposes three different...

Hard, Soft and Doubly Stochastic Attention

Bahdanau Attention

Nov 29, 20241 min read

The paper Neural Machine Translation by Jointly Learning to Align and Translate formally introduced the concept of attention for the first time. One...

Bahdanau Attention

ReLoop: A Self-Correction Continual Learning Loop for Recommender Systems

Jun 12, 20245 min read

ReLoop · Introduction Models deployed to production often undergo re-training to learn from new user behaviors and improve the predictions. This training...

AITM: Modeling the Sequential Dependence among Audience Multi-step Conversions with Multi-task Learning in Targeted Display Advertising

Jun 2, 20247 min read

ESMM et al. - Part 4 · In this post I summarise the ideas in the paper "Modeling the Sequential Dependence among Audience Multi-step Conversions with...

AITM: Modeling the Sequential Dependence among Audience Multi-step Conversions with Multi-task Learning in Targeted Display Advertising