Papers

Important Papers

Name	Date	Source	Type	Organization	Product	Note
ImageNet Classification with Deep Convolutional Neural Networks (AlexNet)	2012	AlexNet Paper	Computer Vision		AlexNet
Efficient Estimation of Word Representations in Vector Space (Word2Vec)	2013/01/16	arxiv:1301.3781	Natural Language Processing		Word2Vec
Playing Atari with Deep Reinforcement Learning (DQN)	2013/12/19	arxiv:1312.5602			DQN (Deep Q-Learning)
Generative Adversarial Networks (GAN)	2014/06/10	arxiv:1406.2661			GAN (Generative Adversarial Network)
Very Deep Convolutional Networks for Large-Scale Image Recognition (VGGNet)	2014/09/04	arxiv:1409.1556	Computer Vision		VGGNet
Sequence to Sequence Learning with Neural Networks (Seq2Seq)	2014/09/10	arxiv:1409.3215	Natural Language Processing		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:1512.03385	Computer Vision		ResNet
Going Deeper with Convolutions (GoogleNet)	2015/12/10	arxiv:1409.4842	Computer Vision	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	Natural Language Processing	Google	Transformer	Influential paper
Proximal Policy Optimization Algorithms (PPO)	2017/07/20	arxiv:1707.06347			PPO (Proximal Policy Optimization)
Improving Language Understanding by Generative Pre-Training (GPT)	2018	paper source	Natural Language Processing	OpenAI	GPT (Generative Pre-Training Transformer)
Deep contextualized word representations (ELMo)	2018/02/15	arxiv:1802.05365	Natural Language Processing		ELMo
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding	2018/04/20	arxiv:1804.07461 website	Natural Language Processing		GLUE (General Language Understanding Evaluation)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding	2018/10/11	arxiv:1810.04805	Natural Language Processing	Google	BERT (Bidirectional Encoder Representations from Transformers)
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context	2019/01/09	arxiv:1901.02860 github			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	Natural Language Processing	OpenAI	GPT-3
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale (ViT)	2020/10/22	arxiv:2010.11929 GitHub	Computer Vision	Google	ViT (Vision Transformer)
Learning Transferable Visual Models From Natural Language Supervision (CLIP)	2021/02/26	arxiv:2103.00020 Blog Post	Computer Vision	OpenAI	CLIP (Contrastive Language-Image Pre-Training)
MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer	2021/10/05	arxiv:2110.02178 GitHub	Computer Vision	Apple	MobileViT
LaMDA: Language Models for Dialog Applications	2022/01/20	arxiv:2201.08239 Blog Post	Natural Language Processing	Google	LaMDA (Language Models for Dialog Applications)
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 (Self-Taught Reasoner)

Other Papers

Name	Date	Source	Type	Organization	Product	Note
PaLM-E: An Embodied Multimodal Language Model	2023/03/06	arxiv:2303.03378 blog	Natural Language Processing Multimodal	Google	PaLM-E
Language Is Not All You Need: Aligning Perception with Language Models (Kosmos-1)	2023/02/27	arxiv:2302.14045	Natural Language Processing	Microsoft	Kosmos-1
LLaMA: Open and Efficient Foundation Language Models	2023/02/25	paper blog post github	Natural Language Processing	Meta	LLaMA
Structure and Content-Guided Video Synthesis with Diffusion Models (Gen-1)	2023/02/06	arxiv:2302.03011 blog post	Video-to-Video	Runway	Gen-1
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
SingSong: Generating musical accompaniments from singing	2023/01/30	arxiv:2301.12662 blog post	Audio		SingSong
MusicLM: Generating Music From Text	2023/01/26	arxiv:2301.11325 blog post	Audio	Google	MusicLM
Mastering Diverse Domains through World Models (DreamerV3)	2023/01/10	arxiv:2301.04104v1 blogpost		DeepMind	DreamerV3
Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers (VALL-E)	2023/01/05	arxiv:2301.02111 Demo		Micorsoft	VALL-E
Muse: Text-To-Image Generation via Masked Generative Transformers	2023/01/02	arxiv:2301.00704 blog post	Computer Vision	Google	Muse
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model	2022/11/09	arxiv:2211.05100 Blog Post	Natural Language Processing	Hugging Face	BLOOM	Open source LLM that is a competitor to GPT-3
AudioLM: a Language Modeling Approach to Audio Generation	2022/09/07	arxiv:2209.03143 web page blog post	Audio	Google	AudioML
Emergent Abilities of Large Language Models	2022/06/15	arxiv:2206.07682 Blog Post	Natural Language Processing	Google	Emergent Abilities
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding (Imagen)	2022/05/23	arxiv:2205.11487 Blog Post	Computer Vision	Google	Imagen
A Generalist Agent (Gato)	2022/05/23	arxiv:2205.06175 Blog Post	Natural Language Processing Multimodal	DeepMind	Gato
Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback	2022/04/12	arxiv:2204.05862 GitHub	Natural Language Processing	Anthropic	RLHF (Reinforcement Learning from Human Feedback)
PaLM: Scaling Language Modeling with Pathways	2022/04/05	arxiv:2204.02311 Blog Post	Natural Language Processing	Google	PaLM (Pathways Language Model)
Constitutional AI: Harmlessness from AI Feedback	2021/12/12	arxiv:2212.08073	Natural Language Processing	Anthropic	Constitutional AI, Claude
Improving language models by retrieving from trillions of tokens (RETRO)	2021/12/08	arxiv:2112.04426 Blog post	Natural Language Processing	OpenAI	RETRO (Retrieval Enhanced Transformer)
InstructPix2Pix: Learning to Follow Image Editing Instructions	2021/11/17	arxiv:2211.09800 Blog Post	Computer Vision	UC Berkley	InstructPix2Pix
REALM: Retrieval-Augmented Language Model Pre-Training	2020/02/10	arxiv:2002.08909 Blog Post	Natural Language Processing	Google	REALM (Retrieval-Augmented Language Model Pre-Training)
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer (T5)	2019/10/23	arxiv:1910.10683	Natural Language Processing blog post	Google	T5 (Text-To-Text Transfer Transformer)
RoBERTa: A Robustly Optimized BERT Pretraining Approach	2019/07/26	arxiv:1907.11692	Natural Language Processing blog post	Meta	RoBERTa (Robustly Optimized BERT Pretraining Approach)
Probabilistic Face Embeddings	2019/04/21	arxiv:1904.09658	Computer Vision		PFEs (Probabilistic Face Embeddings)
Language Models are Unsupervised Multitask Learners (GPT-2)	2018	paper	Natural Language Processing	OpenAI	GPT-2