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Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations - Part I

A major breakthrough in integrating generative LLMs with recommendation systems.

Feb 28 • 

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January 2025

Optimization in Multi Task Learning III

Gradient Surgery, Impartial Learning, Random Loss Weighting and Scalarization.

Jan 24 • 

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November 2023

Optimization in Multi Task Learning II

Dynamic Weight Averaging, Dynamic Task Prioritization and MTL as Multi-Objective Optimization

Nov 18, 2023 • 

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October 2023

Optimization in Multi Task Learning I

Understand and implement popular multi task optimizers

Oct 28, 2023 • 

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Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-Experts

Modeling the tradeoffs between task-specific objectives and inter-task relationships

Oct 14, 2023 • 

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Entire Space Multi-Task Model: An Effective Approach for Estimating Post-Click Conversion Rate

The Classic sequential multi-task model from Alibaba

Oct 7, 2023 • 

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September 2023

BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer

When BERT meets sequential recommendation

Sep 23, 2023 • 

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SASRec: Self-Attentive Sequential Recommendation

When Transformer meets sequential recommendation

Sep 16, 2023 • 

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A Gentle Introduction to BERT - Pre-training of Deep Bidirectional Transformers for Language Understanding

Welcome to the new era of NLP

Sep 2, 2023 • 

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August 2023

Transformer with code Part II - Encoder and Decoder

Build the encoders, decoders and put everything together

Aug 26, 2023 • 

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Transformer with code Part I - Positional Encoding and Multi-Head Self Attention

Yet another tutorial for Transformer

Aug 19, 2023 • 

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FinalMLP: An Enhanced Two-Stream MLP Model for CTR Prediction

The SOTA of CTR prediction model from Huawei

Aug 11, 2023 • 

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