Adaptive Inference: Theoretical Limits and Unexplored Opportunities

Adaptive Inference: Theoretical Limits and Unexplored Opportunities

6 February 2024

ArXiv (abs)PDF HTML

Papers citing "Adaptive Inference: Theoretical Limits and Unexplored Opportunities"

10 / 10 papers shown

Title
Adaptive Gating in Mixture-of-Experts based Language Models Jiamin Li Qiang Su Yitao Yang Yimin Jiang Cong Wang Hong-Yu Xu MoE 69 6 0 11 Oct 2023
From Words to Watts: Benchmarking the Energy Costs of Large Language Model Inference S. Samsi Dan Zhao Joseph McDonald Baolin Li Adam Michaleas Michael Jones William Bergeron J. Kepner Devesh Tiwari V. Gadepally 65 150 0 04 Oct 2023
Finding the SWEET Spot: Analysis and Improvement of Adaptive Inference in Low Resource Settings Daniel Rotem Michael Hassid Jonathan Mamou Roy Schwartz 52 5 0 04 Jun 2023
A Survey on Model Compression and Acceleration for Pretrained Language Models Canwen Xu Julian McAuley 84 60 0 15 Feb 2022
Adaptive Inference through Early-Exit Networks: Design, Challenges and Directions Stefanos Laskaridis Alexandros Kouris Nicholas D. Lane TPM 105 118 0 09 Jun 2021
Dynamic Neural Networks: A Survey Yizeng Han Gao Huang Shiji Song Le Yang Honghui Wang Yulin Wang 3DH AI4TS AI4CE 115 652 0 09 Feb 2021
Carbontracker: Tracking and Predicting the Carbon Footprint of Training Deep Learning Models Lasse F. Wolff Anthony Benjamin Kanding Raghavendra Selvan HAI 62 313 0 06 Jul 2020
Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing En Li Liekang Zeng Zhi Zhou Xu Chen 54 630 0 04 Oct 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 153 18,179 0 28 May 2019
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.7K 39,595 0 01 Sep 2014

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.