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Training Tips for the Transformer Model

1 April 2018

Papers citing "Training Tips for the Transformer Model"

50 / 139 papers shown

Title
Challenging Gradient Boosted Decision Trees with Tabular Transformers for Fraud Detection at Booking.com Sergei Krutikov Bulat Khaertdinov Rodion Kiriukhin Shubham Agrawal Mozhdeh Ariannezhad Kees Jan de Vries LMTD 94 0 0 01 Jul 2025
The Warmup Dilemma: How Learning Rate Strategies Impact Speech-to-Text Model Convergence Marco Gaido Sara Papi L. Bentivogli Alessio Brutti Mauro Cettolo R. Gretter M. Matassoni Mohamed Nabih Matteo Negri 47 0 0 29 May 2025
A Physics-Inspired Optimizer: Velocity Regularized Adam Pranav Vaidhyanathan Lucas Schorling Natalia Ares Michael A. Osborne ODL 64 0 0 19 May 2025
Text Compression for Efficient Language Generation David Gu Peter Belcak Roger Wattenhofer 106 0 0 14 Mar 2025
A Comprehensive LLM-powered Framework for Driving Intelligence Evaluation Shanhe You Xuewen Luo Xinhe Liang Jiashu Yu Chen Zheng Jiangtao Gong 124 0 0 07 Mar 2025
The Sharpness Disparity Principle in Transformers for Accelerating Language Model Pre-Training Jinbo Wang Mingze Wang Zhanpeng Zhou Junchi Yan Weinan E Lei Wu 152 2 0 26 Feb 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 128 0 0 03 Jan 2025
DBF-Net: A Dual-Branch Network with Feature Fusion for Ultrasound Image Segmentation Guoping Xu Ximing Wu Wentao Liao Xinglong Wu Qing Huang Chang Li 81 0 0 17 Nov 2024
SambaMixer: State of Health Prediction of Li-ion Batteries using Mamba State Space Models José Ignacio Olalde-Verano Sascha Kirch Clara Pérez-Molina Sergio Martin Mamba 60 0 0 31 Oct 2024
Frequency matters: Modeling irregular morphological patterns in Spanish with Transformers Akhilesh Kakolu Ramarao Kevin Tang Dinah Baer-Henney 111 0 0 28 Oct 2024
What Does It Mean to Be a Transformer? Insights from a Theoretical Hessian Analysis Weronika Ormaniec Felix Dangel Sidak Pal Singh 138 7 0 14 Oct 2024
EPi-cKANs: Elasto-Plasticity Informed Kolmogorov-Arnold Networks Using Chebyshev Polynomials Farinaz Mostajeran Salah A Faroughi 106 7 0 12 Oct 2024
Computational design of target-specific linear peptide binders with TransformerBeta Haowen Zhao Francesco A. Aprile Barbara Bravi 77 0 0 07 Oct 2024
The Impact of LoRA Adapters for LLMs on Clinical NLP Classification Under Data Limitations Thanh-Dung Le T. Nguyen Vu Nguyen Ha Symeon Chatzinotas P. Jouvet R. Noumeir 96 0 0 27 Jul 2024
Describe Where You Are: Improving Noise-Robustness for Speech Emotion Recognition with Text Description of the Environment Seong-Gyun Leem Daniel Fulford J. Onnela David Gard Carlos Busso 71 1 0 25 Jul 2024
A Case Study on Context-Aware Neural Machine Translation with Multi-Task Learning Ramakrishna Appicharla Baban Gain Santanu Pal Asif Ekbal Pushpak Bhattacharyya 56 2 0 03 Jul 2024
When Will Gradient Regularization Be Harmful? Yang Zhao Hao Zhang Xiuyuan Hu AI4CE 65 1 0 14 Jun 2024
Transformer models classify random numbers Rishabh Goel YiZi Xiao Ramin Ramezani 123 0 0 06 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 109 63 0 13 Mar 2024
Search Intenion Network for Personalized Query Auto-Completion in E-Commerce Wei Bao Mi Zhang Tao Zhang Chengfu Huo 57 1 0 05 Mar 2024
Heterogeneous Encoders Scaling In The Transformer For Neural Machine Translation J. Hu Roberto Cavicchioli Giulia Berardinelli Alessandro Capotondi 75 2 0 26 Dec 2023
Efficient Pre-training for Localized Instruction Generation of Videos Anil Batra Davide Moltisanti Laura Sevilla-Lara Marcus Rohrbach Frank Keller 87 0 0 27 Nov 2023
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 28 1 0 09 Oct 2023
Investigating Efficient Deep Learning Architectures For Side-Channel Attacks on AES Yohai-Eliel Berreby L. Sauvage AAML 40 2 0 22 Sep 2023
SkinDistilViT: Lightweight Vision Transformer for Skin Lesion Classification Vlad-Constantin Lungu-Stan Dumitru-Clementin Cercel Florin-Catalin Pop MedIm 33 12 0 16 Aug 2023
A Case Study on Context Encoding in Multi-Encoder based Document-Level Neural Machine Translation Ramakrishna Appicharla Baban Gain Santanu Pal Asif Ekbal 64 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 59 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 70 4 0 02 Jul 2023
Efficient and Interpretable Compressive Text Summarisation with Unsupervised Dual-Agent Reinforcement Learning Peggy Tang Junbin Gao Lei Zhang Zhiyong Wang 55 2 0 06 Jun 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 Ibrahim Said Ahmad Ketan Kotwal S. Sarkar Ondrej Bojar Habeebah Adamu Kakudi 92 7 0 28 May 2023
DPFormer: Learning Differentially Private Transformer on Long-Tailed Data Youlong Ding Xueyang Wu Hongya Wang Weike Pan 100 1 0 28 May 2023
Free Lunch: Robust Cross-Lingual Transfer via Model Checkpoint Averaging Fabian David Schmidt Ivan Vulić Goran Glavaš 75 9 0 26 May 2023
Spatiotemporal Transformer for Stock Movement Prediction Daniel Boyle Jugal Kalita AI4TS 42 2 0 05 May 2023
eWaSR -- an embedded-compute-ready maritime obstacle detection network Matija Tersek Lojze Žust Matej Kristan 71 10 0 21 Apr 2023
Stochastic Parrots Looking for Stochastic Parrots: LLMs are Easy to Fine-Tune and Hard to Detect with other LLMs Da Silva Gameiro Henrique Andrei Kucharavy R. Guerraoui DeLMO 76 8 0 18 Apr 2023
A Neural Network Transformer Model for Composite Microstructure Homogenization Emil Pitz K. Pochiraju AI4CE 70 10 0 16 Apr 2023
Training Strategies for Vision Transformers for Object Detection Apoorv Singh 73 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 128 5 0 22 Mar 2023
NL2CMD: An Updated Workflow for Natural Language to Bash Commands Translation Quchen Fu Zhongwei Teng Marco Georgaklis Jules White C. Schmidt 40 7 0 15 Feb 2023
Encoding Sentence Position in Context-Aware Neural Machine Translation with Concatenation Lorenzo Lupo Marco Dinarelli Laurent Besacier 147 9 0 13 Feb 2023
Curriculum-Guided Abstractive Summarization Sajad Sotudeh Hanieh Deilamsalehy Franck Dernoncourt Nazli Goharian 84 2 0 02 Feb 2023
Curriculum-guided Abstractive Summarization for Mental Health Online Posts Sajad Sotudeh Nazli Goharian Hanieh Deilamsalehy Franck Dernoncourt AI4MH 15 5 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 81 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 51 2 0 31 Oct 2022
Focused Concatenation for Context-Aware Neural Machine Translation Lorenzo Lupo Marco Dinarelli Laurent Besacier 57 8 0 24 Oct 2022
Revisiting Checkpoint Averaging for Neural Machine Translation Yingbo Gao Christian Herold Zijian Yang Hermann Ney MoMe 139 12 0 21 Oct 2022
A Deep Investigation of RNN and Self-attention for the Cyrillic-Traditional Mongolian Bidirectional Conversion Muhan Na Rui Liu Feilong Guanglai Gao 40 0 0 24 Sep 2022
Relaxed Attention for Transformer Models Timo Lohrenz Björn Möller Zhengyang Li Tim Fingscheidt KELM 53 12 0 20 Sep 2022
Multilingual Transformer Language Model for Speech Recognition in Low-resource Languages Li Miao Jian Wu Piyush Behre Shuangyu Chang S. Parthasarathy 38 2 0 08 Sep 2022
Adaptive Gradient Methods at the Edge of Stability Jeremy M. Cohen Behrooz Ghorbani Shankar Krishnan Naman Agarwal Sourabh Medapati ... Daniel Suo David E. Cardoze Zachary Nado George E. Dahl Justin Gilmer ODL 103 54 0 29 Jul 2022