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From AI Wiki
Revision as of 19:24, 6 February 2023 by
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Important Papers
Name
Submission
Date
Source
Type
Organization
Note
ImageNet Classification with Deep Convolutional Neural Networks (AlexNet)
2012
AlexNet Paper
AlexNet
Efficient Estimation of Word Representations in Vector Space (Word2Vec)
2013/01/16
arxiv:1301.3781
NLP
Word2Vec
Playing Atari with Deep Reinforcement Learning (DQN)
2013/12/19
arxiv:1312.5602
DQN
Generative Adversarial Networks (GAN)
2014/06/10
arxiv:1406.2661
GAN
Very Deep Convolutional Networks for Large-Scale Image Recognition (VGGNet)
2014/09/04
arxiv:409.1556
VGGNet
Sequence to Sequence Learning with Neural Networks (Seq2Seq)
2014/09/10
arxiv:1409.3215
Seq2Seq
Adam: A Method for Stochastic Optimization)
2014/12/22
arxiv:1412.6980
Adam
Deep Residual Learning for Image Recognition (ResNet)
2015/12/10
arxiv:409.1556
ResNet
Going Deeper with Convolutions (GoogleNet)
2015/12/10
arxiv:409.1556
Google
GoogleNet
Asynchronous Methods for Deep Reinforcement Learning (A3C)
2016/02/04
arxiv:1602.01783
A3C
WaveNet: A Generative Model for Raw Audio
2016/09/12
arxiv:1609.03499
Audio
WaveNet
Attention Is All You Need (Transformer)
2017/06/12
arxiv:1706.03762
Google
Influential paper that introduced
Transformer
Proximal Policy Optimization Algorithms (PPO)
2017/07/20
arxiv:1707.06347
PPO
Improving Language Understanding by Generative Pre-Training (GPT)
2018
paper source
NLP
OpenAI
GPT
Deep contextualized word representations (ELMo)
2018/02/15
arxiv:1802.05365
NLP
ELMo
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding
2018/04/20
arxiv:1804.07461
NLP
GLUE
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
2018/10/11
arxiv:1810.04805
NLP
Google
BERT
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context
2019/01/09
arxiv:1901.02860
Transformer-XL
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model (MuZero)
2019/11/19
arxiv:1911.08265
MuZero
Language Models are Few-Shot Learners (GPT-3)
2020/05/28
arxiv:2005.14165
NLP
OpenAI
GPT-3
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale (ViT)
2020/10/22
arxiv:2010.11929
Vision Transformer
(
ViT
)
Learning Transferable Visual Models From Natural Language Supervision (CLIP)
2021/02/26
arxiv:2103.00020
OpenAI Blog
MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer
2021/10/05
arxiv:2110.02178
MobileViT
Block-Recurrent Transformers
2022/03/11
arxiv:2203.07852
Memorizing Transformers
2022/03/16
arxiv:2203.08913
STaR: Bootstrapping Reasoning With Reasoning
2022/03/28
arxiv:2203.14465
STaR
Other Papers
Name
Submission
Date
Source
Type
Organization
Note
Dreamix: Video Diffusion Models are General Video Editors
2023/02/03
arxiv:2302.01329
blog post
Google
Dreamix
FLAME: A small language model for spreadsheet formulas
2023/01/31
arxiv:2301.13779
Microsoft
FLAME
MusicLM: Generating Music From Text
2023/01/26
arxiv:2301.11325
blog post
Google
MusicLM
Mastering Diverse Domains through World Models (DreamerV3)
2023/01/10
arxiv:2301.04104v1
DeepMind
DreamerV3
Muse: Text-To-Image Generation via Masked Generative Transformers
2023/01/02
arxiv:2301.00704
blog post
Google
Muse
Constitutional AI: Harmlessness from AI Feedback
2021/12/12
arxiv:2212.08073
Anthropic
Constitutional AI
,
Claude
InstructPix2Pix: Learning to Follow Image Editing Instructions
2021/11/17
arxiv:2211.09800
Blog Post
UC Berkley
InstructPix2Pix
Category
:
Stubs