MOSEL: Inference Serving Using Dynamic Modality Selection

27 October 2023

Papers citing "MOSEL: Inference Serving Using Dynamic Modality Selection"

32 / 32 papers shown

Title
FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance Lingjiao Chen Matei A. Zaharia James Zou LLMAG 176 248 0 09 May 2023
Multimodal Deep Learning Cem Akkus Jiquan Ngiam Vladana Djakovic Steffen Jauch-Walser A. Khosla ... Jann Goschenhofer Honglak Lee A. Ng Daniel Schalk Matthias Aßenmacher 120 3,176 0 12 Jan 2023
MegaBlocks: Efficient Sparse Training with Mixture-of-Experts Trevor Gale Deepak Narayanan C. Young Matei A. Zaharia MoE 81 108 0 29 Nov 2022
TVLT: Textless Vision-Language Transformer Zineng Tang Jaemin Cho Yixin Nie Joey Tianyi Zhou VLM 114 31 0 28 Sep 2022
Are Multimodal Transformers Robust to Missing Modality? Mengmeng Ma Jian Ren Long Zhao Davide Testuggine Xi Peng ViT 100 154 0 12 Apr 2022
GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge Arthi Padmanabhan Neil Agarwal Anand Iyer Ganesh Ananthanarayanan Yuanchao Shu Nikolaos Karianakis G. Xu Ravi Netravali 80 62 0 19 Jan 2022
DeepSpeed-MoE: Advancing Mixture-of-Experts Inference and Training to Power Next-Generation AI Scale Samyam Rajbhandari Conglong Li Z. Yao Minjia Zhang Reza Yazdani Aminabadi A. A. Awan Jeff Rasley Yuxiong He 112 304 0 14 Jan 2022
Learning Audio-Visual Speech Representation by Masked Multimodal Cluster Prediction Bowen Shi Wei-Ning Hsu Kushal Lakhotia Abdel-rahman Mohamed SSL 103 321 0 05 Jan 2022
Attention Bottlenecks for Multimodal Fusion Arsha Nagrani Shan Yang Anurag Arnab A. Jansen Cordelia Schmid Chen Sun 106 569 0 30 Jun 2021
A White Paper on Neural Network Quantization Markus Nagel Marios Fournarakis Rana Ali Amjad Yelysei Bondarenko M. V. Baalen Tijmen Blankevoort MQ 92 546 0 15 Jun 2021
SMIL: Multimodal Learning with Severely Missing Modality Mengmeng Ma Jian Ren Long Zhao Sergey Tulyakov Cathy H. Wu Xi Peng 98 263 0 09 Mar 2021
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis Wenmeng Yu Hua Xu Ziqi Yuan Jiele Wu SSL 108 465 0 09 Feb 2021
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Wonjae Kim Bokyung Son Ildoo Kim VLM CLIP 137 1,761 0 05 Feb 2021
LazyBatching: An SLA-aware Batching System for Cloud Machine Learning Inference Yujeong Choi Yunseong Kim Minsoo Rhu 46 66 0 25 Oct 2020
Rescaling Egocentric Vision Dima Damen Hazel Doughty G. Farinella Antonino Furnari Evangelos Kazakos ... Davide Moltisanti Jonathan Munro Toby Perrett Will Price Michael Wray EgoV 112 466 0 23 Jun 2020
BERT Loses Patience: Fast and Robust Inference with Early Exit Wangchunshu Zhou Canwen Xu Tao Ge Julian McAuley Ke Xu Furu Wei 56 343 0 07 Jun 2020
Serving DNNs like Clockwork: Performance Predictability from the Bottom Up A. Gujarati Reza Karimi Safya Alzayat Wei Hao Antoine Kaufmann Ymir Vigfusson Jonathan Mace 90 281 0 03 Jun 2020
MMTM: Multimodal Transfer Module for CNN Fusion Hamid Reza Vaezi Joze Amirreza Shaban Michael L. Iuzzolino K. Koishida 92 283 0 20 Nov 2019
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 255 7,554 0 02 Oct 2019
EPIC-Fusion: Audio-Visual Temporal Binding for Egocentric Action Recognition Evangelos Kazakos Arsha Nagrani Andrew Zisserman Dima Damen EgoV 65 339 0 22 Aug 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 252 3,699 0 06 Aug 2019
The Architectural Implications of Facebook's DNN-based Personalized Recommendation Udit Gupta Carole-Jean Wu Xiaodong Wang Maxim Naumov Brandon Reagen ... Andrey Malevich Dheevatsa Mudigere M. Smelyanskiy Liang Xiong Xuan Zhang GNN 89 291 0 06 Jun 2019
VideoBERT: A Joint Model for Video and Language Representation Learning Chen Sun Austin Myers Carl Vondrick Kevin Patrick Murphy Cordelia Schmid VLM SSL 82 1,250 0 03 Apr 2019
Improving the Performance of Unimodal Dynamic Hand-Gesture Recognition with Multimodal Training Mahdi Abavisani Hamid Reza Vaezi Joze Vishal M. Patel 70 131 0 14 Dec 2018
Online Model Distillation for Efficient Video Inference Ravi Teja Mullapudi Steven Chen Keyi Zhang Deva Ramanan Kayvon Fatahalian VGen 75 115 0 06 Dec 2018
LRS3-TED: a large-scale dataset for visual speech recognition Triantafyllos Afouras Joon Son Chung Andrew Zisserman 67 445 0 03 Sep 2018
CentralNet: a Multilayer Approach for Multimodal Fusion Valentin Vielzeuf Alexis Lechervy S. Pateux F. Jurie 82 171 0 22 Aug 2018
Focus: Querying Large Video Datasets with Low Latency and Low Cost Kevin Hsieh Ganesh Ananthanarayanan P. Bodík P. Bahl Matthai Philipose Phillip B. Gibbons O. Mutlu 72 276 0 10 Jan 2018
Multimodal Machine Learning: A Survey and Taxonomy T. Baltrušaitis Chaitanya Ahuja Louis-Philippe Morency 119 2,939 0 26 May 2017
Gated Multimodal Units for Information Fusion John Arevalo Thamar Solorio Manuel Montes-y-Gómez Fabio Gonzalez 95 382 0 07 Feb 2017
Clipper: A Low-Latency Online Prediction Serving System D. Crankshaw Xin Wang Giulio Zhou Michael Franklin Joseph E. Gonzalez Ion Stoica 72 679 0 09 Dec 2016
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 347 18,654 0 06 Feb 2015