2022 Papers

Training language models to follow instructions with human feedback

2022 • 11145 citations

Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

2022 • 7637 citations

Hierarchical Text-Conditional Image Generation with CLIP Latents

2022 • 6262 citations

YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors

2022 • 5563 citations

Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding

2022 • 5434 citations

BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation

2022 • 3766 citations

Large Language Models are Zero-Shot Reasoners

2022 • 3750 citations

Instant Neural Graphics Primitives with a Multiresolution Hash Encoding

2022 • 3641 citations

CLASSIFIER-FREE DIFFUSION GUIDANCE

2022 • 3364 citations

OPT: Open Pre-trained Transformer Language Models

2022 • 3306 citations

Flamingo: a Visual Language Model for Few-Shot Learning

2022 • 3117 citations

LAION-5B: An open large-scale dataset for training next generation image-text models

2022 • 3024 citations

SELF-CONSISTENCY IMPROVES CHAIN OF THOUGHT REASONING IN LANGUAGE MODELS

2022 • 2955 citations

Robust Speech Recognition via Large-Scale Weak Supervision

2022 • 2951 citations

Scaling Instruction-Finetuned Language Models Language model Instruction finetuning Chain-of-thought finetuning Inference: generalization to unseen tasks Multi-task instruction finetuning (1.8K tasks)

2022 • 2871 citations

DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation

2022 • 2489 citations

BLOOM: A 176B-Parameter Open-Access Multilingual Language Model Major Contributors Prompt Engineering BigScience Workshop Architecture and Objective Engineering Evaluation and Interpretability Broader Impacts

2022 • 2209 citations

Emergent Abilities of Large Language Models

2022 • 2194 citations

REAC T : SYNERGIZING REASONING AND ACTING IN LANGUAGE MODELS

2022 • 2190 citations

Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

2022 • 2123 citations

Survey of Hallucination in Natural Language Generation

2022 • 2051 citations

Constrained Efficient Global Optimization of Expensive Black-box Functions

2022 • 2011 citations

Large Language Models Encode Clinical Knowledge

2022 • 1972 citations

SELF-INSTRUCT: Aligning Language Models with Self-Generated Instructions

2022 • 1939 citations

FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness

2022 • 1819 citations

Scalable Diffusion Models with Transformers

2022 • 1726 citations

Training Compute-Optimal Large Language Models

2022 • 1726 citations

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

2022 • 1720 citations

The Astropy Collaboration

2022 • 1693 citations

Elucidating the Design Space of Diffusion-Based Generative Models

2022 • 1665 citations

An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion

2022 • 1637 citations

Prompt-to-Prompt Image Editing with Cross Attention Control

2022 • 1563 citations

InstructPix2Pix: Learning to Follow Image Editing Instructions

2022 • 1532 citations

LaMDA: Language Models for Dialog Applications

2022 • 1488 citations

YOLOv6: A Single-Stage Object Detection Framework for Industrial Applications

2022 • 1453 citations

Are Transformers Effective for Time Series Forecasting?

2022 • 1440 citations

Visual Prompt Tuning

2022 • 1404 citations

Video Diffusion Models

2022 • 1397 citations

IMAGEN VIDEO: HIGH DEFINITION VIDEO GENERATION WITH DIFFUSION MODELS

2022 • 1391 citations

Constitutional AI: Harmlessness from AI Feedback

2022 • 1359 citations

Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?

2022 • 1326 citations

Extended Version of accepted CVPR 2022 Paper RePaint: Inpainting using Denoising Diffusion Probabilistic Models

2022 • 1243 citations

MAKE-A-VIDEO: TEXT-TO-VIDEO GENERATION WITHOUT TEXT-VIDEO DATA

2022 • 1238 citations

DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection

2022 • 1236 citations

DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps

2022 • 1214 citations

Competition-Level Code Generation with AlphaCode

2022 • 1206 citations

TensoRF: Tensorial Radiance Fields

2022 • 1196 citations

CoCa: Contrastive Captioners are Image-Text Foundation Models

2022 • 1194 citations

Conditional Prompt Learning for Vision-Language Models

2022 • 1192 citations

Locating and Editing Factual Associations in GPT

2022 • 1105 citations

Scientific Machine Learning through Physics-Informed Neural Networks: Where we are and What's next

2022 • 1097 citations

GLM-130B: AN OPEN BILINGUAL PRE-TRAINED MODEL

2022 • 1058 citations

Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering

2022 • 1041 citations

Magic3D: High-Resolution Text-to-3D Content Creation

2022 • 1031 citations

A TIME SERIES IS WORTH 64 WORDS: LONG-TERM FORECASTING WITH TRANSFORMERS

2022 • 1026 citations

Scaling Autoregressive Models for Content-Rich Text-to-Image Generation

2022 • 1019 citations

Diffusion Models in Vision: A Survey

2022 • 1010 citations

Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents

2022 • 987 citations

LEAST-TO-MOST PROMPTING ENABLES COMPLEX REASONING IN LARGE LANGUAGE MODELS

2022 • 979 citations

Imagic: Text-Based Real Image Editing with Diffusion Models

2022 • 976 citations

Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images

2022 • 923 citations

RT-1: ROBOTICS TRANSFORMER FOR REAL-WORLD CONTROL AT SCALE

2022 • 919 citations

Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

2022 • 914 citations

FLOW MATCHING FOR GENERATIVE MODELING

2022 • 902 citations

CODEGEN: AN OPEN LARGE LANGUAGE MODEL FOR CODE WITH MULTI-TURN PROGRAM SYNTHESIS

2022 • 896 citations

OFA: UNIFYING ARCHITECTURES, TASKS, AND MODALITIES THROUGH A SIMPLE SEQUENCE-TO-SEQUENCE LEARNING FRAMEWORK

2022 • 825 citations

Code as Policies: Language Model Programs for Embodied Control

2022 • 816 citations

BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation

2022 • 813 citations

Inner Monologue: Embodied Reasoning through Planning with Language Models

2022 • 807 citations

data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language

2022 • 806 citations

Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning

2022 • 803 citations

Objaverse: A Universe of Annotated 3D Objects

2022 • 801 citations

Peer Review File Manuscript Title: Suppressing quantum errors by scaling a surface code logical qubit Reviewer Comments & Author Rebuttals Reviewer Reports on the Initial Version

2022 • 779 citations

Published as a conference paper at ICLR 2023 GPTQ: ACCURATE POST-TRAINING QUANTIZATION FOR GENERATIVE PRE-TRAINED TRANSFORMERS

2022 • 778 citations

GPT-NeoX-20B: An Open-Source Autoregressive Language Model

2022 • 768 citations

Simple Baselines for Image Restoration

2022 • 768 citations

A Survey on Metaverse: Fundamentals, Security, and Privacy

2022 • 767 citations

eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers

2022 • 767 citations

Block-NeRF: Scalable Large Scene Neural View Synthesis

2022 • 760 citations

Large Language Models Scaling up transformer-based language models in terms of model size, training data, and training compute has been shown to predictably improve performance on a wide range of downstream NLP

2022 • 757 citations

Multi-Concept Customization of Text-to-Image Diffusion

2022 • 755 citations

A Generalist Agent

2022 • 753 citations

SUPER-NATURALINSTRUCTIONS: Generalization via Declarative Instructions on 1600+ NLP Tasks

2022 • 750 citations

Denoising Diffusion Restoration Models

2022 • 735 citations

Robot Operating System 2: Design, Architecture, and Uses In The Wild

2022 • 732 citations

BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining

2022 • 732 citations

Exploring Plain Vision Transformer Backbones for Object Detection

2022 • 726 citations

Diffusion-LM Improves Controllable Text Generation

2022 • 718 citations

Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

2022 • 716 citations

Transformers in Time Series: A Survey

2022 • 707 citations

Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model

2022 • 697 citations

Solving Quantitative Reasoning Problems with Language Models

2022 • 689 citations

Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

2022 • 687 citations

Galactica: A Large Language Model for Science

2022 • 671 citations

HUMAN MOTION DIFFUSION MODEL

2022 • 671 citations

DAB-DETR: DYNAMIC ANCHOR BOXES ARE BETTER QUERIES FOR DETR

2022 • 669 citations

DIFFUSION POSTERIOR SAMPLING FOR GENERAL NOISY INVERSE PROBLEMS

2022 • 668 citations

Reproducible scaling laws for contrastive language-image learning

2022 • 667 citations

Atlas: Few-shot Learning with Retrieval Augmented Language Models

2022 • 664 citations

Language Models (Mostly) Know What They Know

2022 • 661 citations

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