Training Tips for the Transformer Model

1 April 2018

Papers citing "Training Tips for the Transformer Model"

50 / 50 papers shown

Title
A Comprehensive LLM-powered Framework for Driving Intelligence Evaluation Shanhe You Xuewen Luo Xinhe Liang Jiashu Yu Chen Zheng Jiangtao Gong 77 1 0 07 Mar 2025
A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Jingjing Xu Caesar Wu Yuan-Fang Li Grégoire Danoy Pascal Bouvry TPM AI4TS 54 0 0 03 Jan 2025
What Does It Mean to Be a Transformer? Insights from a Theoretical Hessian Analysis Weronika Ormaniec Felix Dangel Sidak Pal Singh 41 7 0 14 Oct 2024
Challenging Gradient Boosted Decision Trees with Tabular Transformers for Fraud Detection at Booking.com Sergei Krutikov Bulat Khaertdinov Rodion Kiriukhin Shubham Agrawal Kees Jan de Vries LMTD 48 0 0 22 May 2024
Simple and Scalable Strategies to Continually Pre-train Large Language Models Adam Ibrahim Benjamin Thérien Kshitij Gupta Mats L. Richter Quentin Anthony Timothée Lesort Eugene Belilovsky Irina Rish KELM CLL 44 54 0 13 Mar 2024
Boosting Transformer's Robustness and Efficacy in PPG Signal Artifact Detection with Self-Supervised Learning Thanh-Dung Le 34 1 0 02 Jan 2024
Scaling Studies for Efficient Parameter Search and Parallelism for Large Language Model Pre-training Michael Benington Leo Phan Chris Pierre Paul Evan Shoemaker Priyanka Ranade Torstein Collett Grant Hodgson Perez Christopher Krieger 17 1 0 09 Oct 2023
A Case Study on Context Encoding in Multi-Encoder based Document-Level Neural Machine Translation Ramakrishna Appicharla Baban Gain Santanu Pal Asif Ekbal 35 1 0 11 Aug 2023
ApproBiVT: Lead ASR Models to Generalize Better Using Approximated Bias-Variance Tradeoff Guided Early Stopping and Checkpoint Averaging Fangyuan Wang Ming Hao Yuhai Shi Bo Xu MoMe 21 0 0 05 Aug 2023
Bidirectional Looking with A Novel Double Exponential Moving Average to Adaptive and Non-adaptive Momentum Optimizers Yineng Chen Z. Li Lefei Zhang Bo Du Hai Zhao 33 4 0 02 Jul 2023
HaVQA: A Dataset for Visual Question Answering and Multimodal Research in Hausa Language Shantipriya Parida Idris Abdulmumin Shamsuddeen Hassan Muhammad Aneesh Bose Guneet Singh Kohli I. Ahmad Ketan Kotwal S. Sarkar Ondrej Bojar Habeebah Adamu Kakudi 26 5 0 28 May 2023
Spatiotemporal Transformer for Stock Movement Prediction Daniel Boyle Jugal Kalita AI4TS 13 2 0 05 May 2023
eWaSR -- an embedded-compute-ready maritime obstacle detection network Matija Tersek Lojze Žust Matej Kristan 27 9 0 21 Apr 2023
Training Strategies for Vision Transformers for Object Detection Apoorv Singh 31 4 0 05 Apr 2023
Improving Transformer Performance for French Clinical Notes Classification Using Mixture of Experts on a Limited Dataset Thanh-Dung Le P. Jouvet R. Noumeir MoE MedIm 72 5 0 22 Mar 2023
Encoding Sentence Position in Context-Aware Neural Machine Translation with Concatenation Lorenzo Lupo Marco Dinarelli Laurent Besacier 39 9 0 13 Feb 2023
Curriculum-Guided Abstractive Summarization Sajad Sotudeh Hanieh Deilamsalehy Franck Dernoncourt Nazli Goharian 35 1 0 02 Feb 2023
Tackling Low-Resourced Sign Language Translation: UPC at WMT-SLT 22 Laia Tarrés Gerard I. Gállego Xavier Giró-i-Nieto Jordi Torres SLR 37 5 0 02 Dec 2022
FusionFormer: Fusing Operations in Transformer for Efficient Streaming Speech Recognition Xingcheng Song Di Wu Binbin Zhang Zhiyong Wu Wenpeng Li ... Peng Zhang Zhendong Peng Fuping Pan Changbao Zhu Zhongqin Wu 29 2 0 31 Oct 2022
Focused Concatenation for Context-Aware Neural Machine Translation Lorenzo Lupo Marco Dinarelli Laurent Besacier 27 8 0 24 Oct 2022
Revisiting Checkpoint Averaging for Neural Machine Translation Yingbo Gao Christian Herold Zijian Yang Hermann Ney MoMe 29 11 0 21 Oct 2022
Relaxed Attention for Transformer Models Timo Lohrenz Björn Möller Zhengyang Li Tim Fingscheidt KELM 29 11 0 20 Sep 2022
Hausa Visual Genome: A Dataset for Multi-Modal English to Hausa Machine Translation Idris Abdulmumin S. Dash Musa Abdullahi Dawud Shantipriya Parida Shamsuddeen Hassan Muhammad I. Ahmad Subhadarshi Panda Ondrej Bojar B. Galadanci Bello Shehu Bello 21 17 0 02 May 2022
Gradient Descent, Stochastic Optimization, and Other Tales Jun Lu 19 8 0 02 May 2022
Distributionally Robust Models with Parametric Likelihood Ratios Paul Michel Tatsunori Hashimoto Graham Neubig OOD 30 15 0 13 Apr 2022
Small Batch Sizes Improve Training of Low-Resource Neural MT Àlex R. Atrio Andrei Popescu-Belis 35 6 0 20 Mar 2022
Tensor Programs V: Tuning Large Neural Networks via Zero-Shot Hyperparameter Transfer Greg Yang J. E. Hu Igor Babuschkin Szymon Sidor Xiaodong Liu David Farhi Nick Ryder J. Pachocki Weizhu Chen Jianfeng Gao 26 149 0 07 Mar 2022
Speech Emotion Recognition using Self-Supervised Features E. Morais R. Hoory Weizhong Zhu Itai Gat Matheus Damasceno Hagai Aronowitz SSL MDE 20 113 0 07 Feb 2022
Persformer: A Transformer Architecture for Topological Machine Learning Raphael Reinauer Matteo Caorsi Nicolas Berkouk 32 15 0 30 Dec 2021
Why don't people use character-level machine translation? Jindrich Libovický Helmut Schmid Alexander Fraser 65 28 0 15 Oct 2021
RoFormer: Enhanced Transformer with Rotary Position Embedding Jianlin Su Yu Lu Shengfeng Pan Ahmed Murtadha Bo Wen Yunfeng Liu 46 2,190 0 20 Apr 2021
Domain Adaptation and Multi-Domain Adaptation for Neural Machine Translation: A Survey Danielle Saunders AI4CE 27 86 0 14 Apr 2021
Towards Automated Psychotherapy via Language Modeling Houjun Liu AI4MH 58 3 0 05 Apr 2021
Optimizing Deeper Transformers on Small Datasets Peng Xu Dhruv Kumar Wei Yang Wenjie Zi Keyi Tang Chenyang Huang Jackie C.K. Cheung S. Prince Yanshuai Cao AI4CE 24 69 0 30 Dec 2020
Dynamic Curriculum Learning for Low-Resource Neural Machine Translation Chen Xu Bojie Hu Yufan Jiang Kai Feng Zeyang Wang Shen Huang Qi Ju Tong Xiao Jingbo Zhu 15 22 0 30 Nov 2020
Exploiting Neural Query Translation into Cross Lingual Information Retrieval Liang Yao Baosong Yang Haibo Zhang Weihua Luo Boxing Chen 22 12 0 26 Oct 2020
Dynamically Adjusting Transformer Batch Size by Monitoring Gradient Direction Change Hongfei Xu Josef van Genabith Deyi Xiong Qiuhui Liu 14 10 0 05 May 2020
On Layer Normalization in the Transformer Architecture Ruibin Xiong Yunchang Yang Di He Kai Zheng Shuxin Zheng Chen Xing Huishuai Zhang Yanyan Lan Liwei Wang Tie-Yan Liu AI4CE 29 949 0 12 Feb 2020
Exploring Benefits of Transfer Learning in Neural Machine Translation Tom Kocmi 29 17 0 06 Jan 2020
Neural Machine Translation: A Review and Survey Felix Stahlberg 3DV AI4TS MedIm 25 312 0 04 Dec 2019
A Bilingual Generative Transformer for Semantic Sentence Embedding John Wieting Graham Neubig Taylor Berg-Kirkpatrick 22 28 0 10 Nov 2019
Transformers without Tears: Improving the Normalization of Self-Attention Toan Q. Nguyen Julian Salazar 38 224 0 14 Oct 2019
Hotel2vec: Learning Attribute-Aware Hotel Embeddings with Self-Supervision A. Sadeghian Shervin Minaee Ioannis Partalas Xinxin Li D. Wang Brooke Cowan DML SSL 3DV 27 8 0 30 Sep 2019
A Comparative Study on Transformer vs RNN in Speech Applications Shigeki Karita Nanxin Chen Tomoki Hayashi Takaaki Hori Hirofumi Inaguma ... Ryuichi Yamamoto Xiao-fei Wang Shinji Watanabe Takenori Yoshimura Wangyou Zhang 37 716 0 13 Sep 2019
Predicting Actions to Help Predict Translations Zixiu "Alex" Wu Julia Ive Josiah Wang Pranava Madhyastha Lucia Specia 17 7 0 05 Aug 2019
Learning cross-lingual phonological and orthagraphic adaptations: a case study in improving neural machine translation between low-resource languages Saurav Jha A. Sudhakar Anil Kumar Singh 21 4 0 21 Nov 2018
Trivial Transfer Learning for Low-Resource Neural Machine Translation Tom Kocmi Ondrej Bojar 22 171 0 02 Sep 2018
An Operation Sequence Model for Explainable Neural Machine Translation Felix Stahlberg Danielle Saunders Bill Byrne LRM MILM 40 29 0 29 Aug 2018
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 718 6,748 0 26 Sep 2016
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 308 2,892 0 15 Sep 2016