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This repository includes a summary of Machine Learning papers to read under 5 min. One paper added each week.

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ML_Papers_Under_5_Minuts

This repository includes a summary of Machine Learning papers to read under 5 min. One paper added each week.

Content

Production

Attend-and-Excite: Attention-Based Semantic Guidance for Text-to-ImageDiffusion Models - Paper Link

Monitoring and explainability of models in production - Paper Link

DDG-DA: Data Distribution Generation for Predictable Concept Drift Adaptation - Paper Link

Computer Vision

FateZero: Fusing Attentions for Zero-shot Text-based Video Editing - Paper Link

Composer: Creative and Controllable Image Synthesis with Composable Conditions - Paper Link

Dual PatchNorm - Paper Link

Cut and Learn for Unsupervised Object Detection and Instance Segmentation - Paper Link

DiffusionDet: Diffusion Model for Object Detection - Paper Link

Scalable Diffusion Models with Transformers - Paper Link

DiffusionInst: Diffusion Model for Instance Segmentation - Paper Link

NLP

DiffusionBERT: Improving Generative Masked Language Models with Diffusion Models - Paper Link

Data Synthetic

TimeVAE: A Variational Auto-Encoder For Multivariate Time Series Generation - Paper Link

Audio

MusicLM: Generating Music From Text - Paper Link

Others

Dropout Reduces Underfitting - Paper Link

Rethinking Mobile Block for Efficient Neural Models - Paper Link

Dynamically Expandable Representation for Class Incremental Learning - Paper Link

Deep Differentiable Logic Gate Networks - Paper Link

Contribution

If you want to add your summarization to papers you read, feel free to Pull Request.

Make sure you modify this read me file to point to your summarization file.

Feel free to reach out.

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This repository includes a summary of Machine Learning papers to read under 5 min. One paper added each week.

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