Title
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 350 6,854 0 13 Apr 2022
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations Jie Jiang Shaobo Min Weijie Kong Dihong Gong Hongfa Wang Zhifeng Li Wei Liu VLM 60 19 0 07 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 437 6,222 0 05 Apr 2022
Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language Andy Zeng Maria Attarian Brian Ichter K. Choromanski Adrian S. Wong ... Michael S. Ryoo Vikas Sindhwani Johnny Lee Vincent Vanhoucke Peter R. Florence ReLM LRM 137 582 0 01 Apr 2022
FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators Jaideep Pathak Shashank Subramanian P. Harrington S. Raja Ashesh Chattopadhyay ... Zong-Yi Li Kamyar Azizzadenesheli Pedram Hassanzadeh K. Kashinath Anima Anandkumar AI4Cl 215 687 0 22 Feb 2022
Model Reprogramming: Resource-Efficient Cross-Domain Machine Learning Pin-Yu Chen VLM 121 62 0 22 Feb 2022
SAITS: Self-Attention-based Imputation for Time Series Wenjie Du David Cote Yang Liu AI4TS 56 249 0 17 Feb 2022
GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records Xi Yang Aokun Chen Nima M. Pournejatian Hoo-Chang Shin Kaleb E. Smith ... Duane A. Mitchell W. Hogan E. Shenkman Jiang Bian Yonghui Wu AI4MH LM&MA 56 535 0 02 Feb 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 501 4,340 0 28 Jan 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 742 9,330 0 28 Jan 2022
Temporal Knowledge Graph Completion: A Survey Borui Cai Yong Xiang Longxiang Gao Heng Zhang Yunfeng Li Jianxin Li 40 94 0 16 Jan 2022
Classification of Long Sequential Data using Circular Dilated Convolutional Neural Networks Lei Cheng Ruslan Khalitov Tong Yu Zhirong Yang 44 32 0 06 Jan 2022
Transformer Embeddings of Irregularly Spaced Events and Their Participants Chenghao Yang Hongyuan Mei Jason Eisner AI4TS 80 60 0 31 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 427 7,731 0 11 Nov 2021
Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm Yangguang Li Feng Liang Lichen Zhao Yufeng Cui Wanli Ouyang Jing Shao F. Yu Junjie Yan VLM CLIP 141 453 0 11 Oct 2021
Darts: User-Friendly Modern Machine Learning for Time Series J. Herzen Francesco Lässig Samuele Giuliano Piazzetta T. Neuer Léo Tafti ... Mounir Benheddi Camila Williamson Michal Kosinskihttps://www.semanticscholar.org/me/account M. Petrik Gaël Grosch AI4TS 169 220 0 07 Oct 2021
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding Hu Xu Gargi Ghosh Po-Yao (Bernie) Huang Dmytro Okhonko Armen Aghajanyan Florian Metze Luke Zettlemoyer Florian Metze Luke Zettlemoyer Christoph Feichtenhofer CLIP VLM 309 578 0 28 Sep 2021
Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Antoine Guillaume Christel Vrain Wael Elloumi AI4TS 67 31 0 28 Sep 2021
Merlion: A Machine Learning Library for Time Series Aadyot Bhatnagar Paul Kassianik Chenghao Liu Tian-Shing Lan Wenzhuo Yang ... Yingbo Zhou Caiming Xiong Silvio Savarese Guosheng Lin Huan Wang AI4TS 53 34 0 20 Sep 2021
When Do Contrastive Learning Signals Help Spatio-Temporal Graph Forecasting? Xu Liu Yuxuan Liang Chao Huang Yu Zheng Bryan Hooi Roger Zimmermann AI4TS 48 62 0 26 Aug 2021
The CirCor DigiScope Dataset: From Murmur Detection to Murmur Classification J. Oliveira F. Renna P. D. Costa Marcelo Nogueira Cristina Oliveira ... A. Elola Ali Bahrami Rad Reza Sameni Gari D. Clifford M. Coimbra 29 138 0 02 Aug 2021
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale Tasks A. Malinin Neil Band Ganshin Alexander German Chesnokov ... Roginskiy Denis Mariya Shmatova Panos Tigas Boris Yangel UQCV OOD 75 130 0 15 Jul 2021
Multimodal Few-Shot Learning with Frozen Language Models Maria Tsimpoukelli Jacob Menick Serkan Cabi S. M. Ali Eslami Oriol Vinyals Felix Hill MLLM 149 777 0 25 Jun 2021
Video Swin Transformer Ze Liu Jia Ning Yue Cao Yixuan Wei Zheng Zhang Stephen Lin Han Hu ViT 94 1,481 0 24 Jun 2021
Trade the Event: Corporate Events Detection for News-Based Event-Driven Trading Zhihan Zhou Li-Qian Ma Han Liu AIFin 28 48 0 26 May 2021
Multiscale Vision Transformers Haoqi Fan Bo Xiong K. Mangalam Yanghao Li Zhicheng Yan Jitendra Malik Christoph Feichtenhofer ViT 127 1,257 0 22 Apr 2021
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models Benedek Rozemberczki P. Scherer Yixuan He G. Panagopoulos Alexander Riedel ... Oliver Kiss Ferenc Béres Guzmán López Nicolas Collignon Rik Sarkar AI4CE 61 203 0 15 Apr 2021
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval Max Bain Arsha Nagrani Gül Varol Andrew Zisserman VGen 136 1,172 0 01 Apr 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 207 2,147 0 29 Mar 2021
SUTD-TrafficQA: A Question Answering Benchmark and an Efficient Network for Video Reasoning over Traffic Events Li Xu He Huang Jun Liu ViT LRM 70 86 0 29 Mar 2021
Video Transformer Network Daniel Neimark Omri Bar Maya Zohar Dotan Asselmann ViT 261 431 0 01 Feb 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir Fahad Shahbaz Khan M. Shah ViT 274 2,503 0 04 Jan 2021
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting Mengzhang Li Zhanxing Zhu GNN AI4TS 62 763 0 15 Dec 2020
Scheduling Beyond CPUs for HPC Yuping Fan Z. Lan Paul M. Rich W. Allcock M. Papka Brian Austin D. Paul 31 42 0 10 Dec 2020
VLG-Net: Video-Language Graph Matching Network for Video Grounding Mattia Soldan Mengmeng Xu Sisi Qu Jesper N. Tegnér Guohao Li 57 70 0 19 Nov 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 121 1,614 0 15 Jun 2020
AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data Nick Erickson Jonas W. Mueller Alexander Shirkov Hang Zhang Pedro Larroy Mu Li Alex Smola LMTD 187 624 0 13 Mar 2020
Applications of deep learning in stock market prediction: recent progress Weiwei Jiang AIFin 41 484 0 29 Feb 2020
Transformer Hawkes Process Simiao Zuo Haoming Jiang Zichong Li T. Zhao H. Zha AI4TS 71 293 0 21 Feb 2020
PM2.5-GNN: A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting Shuo Wang Yanran Li Jiang Zhang Qingye Meng Lingwei Meng Fei Gao 65 139 0 10 Feb 2020
A Survey on Knowledge Graphs: Representation, Acquisition and Applications Shaoxiong Ji Shirui Pan Min Zhang Pekka Marttinen Philip S. Yu 292 1,988 0 02 Feb 2020
Financial Time Series Forecasting with Deep Learning : A Systematic Literature Review: 2005-2019 Omer Berat Sezer M. U. Gudelek A. Ozbayoglu AI4TS 69 1,010 0 29 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 181 12,065 0 13 Nov 2019
GMAN: A Graph Multi-Attention Network for Traffic Prediction Chuanpan Zheng Xiaoliang Fan Cheng-Yu Wang Jianzhong Qi AI4TS AI4CE 109 1,371 0 11 Nov 2019
Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis Daiki Matsunaga Toyotaro Suzumura Toshihiro Takahashi AIFin 88 82 0 24 Sep 2019
Recurrent Neural Networks for Time Series Forecasting: Current Status and Future Directions Hansika Hewamalage Christoph Bergmeir Kasun Bandara AI4TS 70 888 0 02 Sep 2019
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 130 1,950 0 09 Aug 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 217 3,674 0 06 Aug 2019
Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets Yifan Peng Shankai Yan Zhiyong Lu LM&MA AI4MH 53 844 0 13 Jun 2019
Deep Learning for Spatio-Temporal Data Mining: A Survey Senzhang Wang Jiannong Cao Philip S. Yu AI4TS 58 563 0 11 Jun 2019