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Collections including paper arxiv:2204.14198

A collection of arXiv papers from Chip Huyen's AI Engineering organized by chapter and ordered by when each appears in the book.

Will we run out of data? An analysis of the limits of scaling datasets in Machine Learning

Paper • 2211.04325 • Published Oct 26, 2022
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 17
On the Opportunities and Risks of Foundation Models

Paper • 2108.07258 • Published Aug 16, 2021
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks

Paper • 2204.07705 • Published Apr 16, 2022 • 1

Flamingo: a Visual Language Model for Few-Shot Learning

Paper • 2204.14198 • Published Apr 29, 2022 • 15
InvokeAI/flux_schnell

Updated Aug 23, 2024 • 2

2023 (and before) Papers of the Year

Hiera: A Hierarchical Vision Transformer without the Bells-and-Whistles

Paper • 2306.00989 • Published Jun 1, 2023 • 1
Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Paper • 2305.18290 • Published May 29, 2023 • 53
Scalable Diffusion Models with Transformers

Paper • 2212.09748 • Published Dec 19, 2022 • 18
Matryoshka Representation Learning

Paper • 2205.13147 • Published May 26, 2022 • 11

Unlocking the conversion of Web Screenshots into HTML Code with the WebSight Dataset

Paper • 2403.09029 • Published Mar 14, 2024 • 55
LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression

Paper • 2403.12968 • Published Mar 19, 2024 • 25
RAFT: Adapting Language Model to Domain Specific RAG

Paper • 2403.10131 • Published Mar 15, 2024 • 70
Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking

Paper • 2403.09629 • Published Mar 14, 2024 • 77

FaceChain-SuDe: Building Derived Class to Inherit Category Attributes for One-shot Subject-Driven Generation

Paper • 2403.06775 • Published Mar 11, 2024 • 4
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Paper • 2010.11929 • Published Oct 22, 2020 • 8
Data Incubation -- Synthesizing Missing Data for Handwriting Recognition

Paper • 2110.07040 • Published Oct 13, 2021 • 2
A Mixture of Expert Approach for Low-Cost Customization of Deep Neural Networks

Paper • 1811.00056 • Published Oct 31, 2018 • 2

Papers - Multimodal

TinyLLaVA: A Framework of Small-scale Large Multimodal Models

Paper • 2402.14289 • Published Feb 22, 2024 • 20
ImageBind: One Embedding Space To Bind Them All

Paper • 2305.05665 • Published May 9, 2023 • 5
DocLLM: A layout-aware generative language model for multimodal document understanding

Paper • 2401.00908 • Published Dec 31, 2023 • 180
Multimodal Contrastive Learning with LIMoE: the Language-Image Mixture of Experts

Paper • 2206.02770 • Published Jun 6, 2022 • 3

Image Captioning

Flamingo: a Visual Language Model for Few-Shot Learning

Paper • 2204.14198 • Published Apr 29, 2022 • 15

Flamingo: a Visual Language Model for Few-Shot Learning

Paper • 2204.14198 • Published Apr 29, 2022 • 15
HuggingFaceM4/idefics-9b

Text Generation • Updated Oct 12, 2023 • 3.8k • 46
Chain of Code: Reasoning with a Language Model-Augmented Code Emulator

Paper • 2312.04474 • Published Dec 7, 2023 • 32
deepseek-ai/deepseek-coder-6.7b-instruct

Text Generation • Updated Feb 2, 2024 • 88.1k • 384

Flamingo: a Visual Language Model for Few-Shot Learning

Paper • 2204.14198 • Published Apr 29, 2022 • 15

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