Semi-Structured Object Sequence Encoders

3 January 2023

Papers citing "Semi-Structured Object Sequence Encoders"

37 / 37 papers shown

Title
One Transformer for All Time Series: Representing and Training with Time-Dependent Heterogeneous Tabular Data Simone Luetto Fabrizio Garuti E. Sangineto L. Forni Rita Cucchiara LMTD AI4TS 107 12 0 13 Feb 2023
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model BigScience Workshop : Teven Le Scao Angela Fan Christopher Akiki ... Zhongli Xie Zifan Ye M. Bras Younes Belkada Thomas Wolf VLM 376 2,382 0 09 Nov 2022
MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data Yilun Zhao Yunxiang Li Chenying Li Rui Zhang AIMat 50 102 0 03 Jun 2022
Sequence-to-Sequence Knowledge Graph Completion and Question Answering Apoorv Saxena Adrian Kochsiek Rainer Gemulla AIMat 101 128 0 19 Mar 2022
TableFormer: Robust Transformer Modeling for Table-Text Encoding Jingfeng Yang Aditya Gupta Shyam Upadhyay Luheng He Rahul Goel Shachi Paul LMTD 65 115 0 01 Mar 2022
The GatedTabTransformer. An enhanced deep learning architecture for tabular modeling Radostin Cholakov T. Kolev LMTD 39 13 0 01 Jan 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 403 15,486 0 20 Dec 2021
Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy Jiehui Xu Haixu Wu Jianmin Wang Mingsheng Long AI4TS 63 497 0 06 Oct 2021
Long-Range Transformers for Dynamic Spatiotemporal Forecasting J. E. Grigsby Zhe Wang Nam Nguyen Yanjun Qi AI4TS 77 92 0 24 Sep 2021
FinQA: A Dataset of Numerical Reasoning over Financial Data Zhiyu Chen Wenhu Chen Charese Smiley Sameena Shah Iana Borova ... Reema N Moussa Matthew I. Beane Ting-Hao 'Kenneth' Huang Bryan R. Routledge Wenjie Wang AIMat 107 338 0 01 Sep 2021
Dual Reader-Parser on Hybrid Textual and Tabular Evidence for Open Domain Question Answering Alexander Hanbo Li Patrick Ng Peng Xu Henghui Zhu Zhiguo Wang Bing Xiang LMTD 154 32 0 05 Aug 2021
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting Haixu Wu Jiehui Xu Jianmin Wang Mingsheng Long AI4TS 101 2,245 0 24 Jun 2021
Nested Hierarchical Transformer: Towards Accurate, Data-Efficient and Interpretable Visual Understanding Zizhao Zhang Han Zhang Long Zhao Ting Chen Sercan O. Arik Tomas Pfister ViT 52 173 0 26 May 2021
TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance Fengbin Zhu Wenqiang Lei Youcheng Huang Chao Wang Shuo Zhang Jiancheng Lv Fuli Feng Tat-Seng Chua AIMat 104 293 0 17 May 2021
TABBIE: Pretrained Representations of Tabular Data H. Iida Dung Ngoc Thai Varun Manjunatha Mohit Iyyer LMTD SSL VLM 65 175 0 06 May 2021
Retrieving Complex Tables with Multi-Granular Graph Representation Learning Fei Wang Kexuan Sun Muhao Chen Jay Pujara Pedro A. Szekely LMTD 40 44 0 04 May 2021
RetaGNN: Relational Temporal Attentive Graph Neural Networks for Holistic Sequential Recommendation Cheng-Mao Hsu Cheng-Te Li 42 72 0 29 Jan 2021
Representations for Question Answering from Documents with Tables and Text Vicky Zayats Kristina Toutanova Mari Ostendorf LMTD 58 37 0 26 Jan 2021
DialogBERT: Discourse-Aware Response Generation via Learning to Recover and Rank Utterances X. Gu Kang Min Yoo Jung-Woo Ha 47 73 0 03 Dec 2020
Tabular Transformers for Modeling Multivariate Time Series Inkit Padhi Yair Schiff Igor Melnyk Mattia Rigotti Youssef Mroueh Pierre Dognin Jerret Ross Ravi Nair Erik Altman LMTD AI4TS 51 92 0 03 Nov 2020
A Transformer-based Framework for Multivariate Time Series Representation Learning George Zerveas Srideepika Jayaraman Dhaval Patel A. Bhamidipaty Carsten Eickhoff AI4TS 78 918 0 06 Oct 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 538 2,081 0 28 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 743 41,894 0 28 May 2020
Scheduled DropHead: A Regularization Method for Transformer Models Wangchunshu Zhou Tao Ge Ke Xu Furu Wei Ming Zhou 47 36 0 28 Apr 2020
HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data Wenhu Chen Hanwen Zha Zhiyu Zoey Chen Wenhan Xiong Hong Wang Wenjie Wang 61 302 0 15 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 155 4,061 0 10 Apr 2020
AdaShare: Learning What To Share For Efficient Deep Multi-Task Learning Ximeng Sun Yikang Shen Rogerio Feris Kate Saenko 69 266 0 27 Nov 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 246 10,819 0 29 Oct 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 227 8,424 0 19 Jun 2019
HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization Xingxing Zhang Furu Wei M. Zhou 75 379 0 16 May 2019
Attentive Single-Tasking of Multiple Tasks Kevis-Kokitsi Maninis Ilija Radosavovic Iasonas Kokkinos 170 249 0 18 Apr 2019
Branched Multi-Task Networks: Deciding What Layers To Share Simon Vandenhende Stamatios Georgoulis Bert De Brabandere Luc Van Gool 73 145 0 05 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,770 0 11 Oct 2018
End-to-End Multi-Task Learning with Attention Shikun Liu Edward Johns Andrew J. Davison CVBM 53 1,052 0 28 Mar 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 468 20,124 0 30 Oct 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 687 131,526 0 12 Jun 2017
Fully-adaptive Feature Sharing in Multi-Task Networks with Applications in Person Attribute Classification Y. Lu Abhishek Kumar Shuangfei Zhai Yu Cheng T. Javidi Rogerio Feris 3DH 52 387 0 16 Nov 2016