Training on Synthetic Data Beats Real Data in Multimodal Relation Extraction

5 December 2023

Papers citing "Training on Synthetic Data Beats Real Data in Multimodal Relation Extraction"

23 / 73 papers shown

Title
How does Early Stopping Help Generalization against Label Noise? Hwanjun Song Minseok Kim Dongmin Park Jae-Gil Lee NoLa 85 76 0 19 Nov 2019
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification Tianyu Gao Xu Han Hao Zhu Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 261 247 0 16 Oct 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 258 3,505 0 30 Sep 2019
Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering Shiyue Zhang Joey Tianyi Zhou 72 139 0 13 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 153 1,965 0 09 Aug 2019
On Variational Bounds of Mutual Information Ben Poole Sherjil Ozair Aaron van den Oord Alexander A. Alemi George Tucker SSL 111 814 0 16 May 2019
Entity-Relation Extraction as Multi-Turn Question Answering Xiaoya Li Fan Yin Zijun Sun Xiayu Li Arianna Yuan Duo Chai Mingxin Zhou Jiwei Li 78 347 0 14 May 2019
Understanding and Utilizing Deep Neural Networks Trained with Noisy Labels Pengfei Chen B. Liao Guangyong Chen Shengyu Zhang NoLa 74 388 0 13 May 2019
The Curious Case of Neural Text Degeneration Ari Holtzman Jan Buys Li Du Maxwell Forbes Yejin Choi 199 3,211 0 22 Apr 2019
Gradient Descent with Early Stopping is Provably Robust to Label Noise for Overparameterized Neural Networks Mingchen Li Mahdi Soltanolkotabi Samet Oymak NoLa 107 353 0 27 Mar 2019
How does Disagreement Help Generalization against Label Corruption? Xingrui Yu Bo Han Jiangchao Yao Gang Niu Ivor W. Tsang Masashi Sugiyama NoLa 76 787 0 14 Jan 2019
Formal Limitations on the Measurement of Mutual Information David A. McAllester K. Stratos SSL 72 277 0 10 Nov 2018
Learning deep representations by mutual information estimation and maximization R. Devon Hjelm A. Fedorov Samuel Lavoie-Marchildon Karan Grewal Phil Bachman Adam Trischler Yoshua Bengio SSL DRL 348 2,672 0 20 Aug 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,364 0 10 Jul 2018
Women also Snowboard: Overcoming Bias in Captioning Models (Extended Abstract) Lisa Anne Hendricks Kaylee Burns Kate Saenko Trevor Darrell Anna Rohrbach 123 480 0 02 Jul 2018
Co-teaching: Robust Training of Deep Neural Networks with Extremely Noisy Labels Bo Han Quanming Yao Xingrui Yu Gang Niu Miao Xu Weihua Hu Ivor Tsang Masashi Sugiyama NoLa 120 2,078 0 18 Apr 2018
Training Deep Networks with Synthetic Data: Bridging the Reality Gap by Domain Randomization Jonathan Tremblay Aayush Prakash David Acuna M. Brophy Varun Jampani Cem Anil Thang To Eric Cameracci Shaad Boochoon Stan Birchfield OOD 84 818 0 18 Apr 2018
MentorNet: Learning Data-Driven Curriculum for Very Deep Neural Networks on Corrupted Labels Lu Jiang Zhengyuan Zhou Thomas Leung Li Li Li Fei-Fei NoLa 128 1,456 0 14 Dec 2017
On Pre-Trained Image Features and Synthetic Images for Deep Learning Stefan Hinterstoißer Vincent Lepetit Paul Wohlhart K. Konolige VLM ObjD 47 230 0 29 Oct 2017
A Closer Look at Memorization in Deep Networks Devansh Arpit Stanislaw Jastrzebski Nicolas Ballas David M. Krueger Emmanuel Bengio ... Tegan Maharaj Asja Fischer Aaron Courville Yoshua Bengio Simon Lacoste-Julien TDI 128 1,825 0 16 Jun 2017
Decoupling "when to update" from "how to update" Eran Malach Shai Shalev-Shwartz NoLa 97 568 0 08 Jun 2017
Driving in the Matrix: Can Virtual Worlds Replace Human-Generated Annotations for Real World Tasks? Matthew Johnson-Roberson Charlie Barto Rounak Mehta S. N. Sridhar Karl Rosaen Ram Vasudevan 117 617 0 06 Oct 2016
WikiReading: A Novel Large-scale Language Understanding Task over Wikipedia D. Hewlett Alexandre Lacoste Llion Jones Illia Polosukhin Andrew Fandrianto Jay Han Matthew Kelcey David Berthelot RALM 67 139 0 11 Aug 2016