Learning to Cascade: Confidence Calibration for Improving the Accuracy and Computational Cost of Cascade Inference Systems

15 April 2021

Papers citing "Learning to Cascade: Confidence Calibration for Improving the Accuracy and Computational Cost of Cascade Inference Systems"

14 / 14 papers shown

Title
Task as Context Prompting for Accurate Medical Symptom Coding Using Large Language Models Chengyang He Wenlong Zhang Violet Chen Yue Ning Ping Wang 26 0 0 03 Apr 2025
I Know What I Don't Know: Improving Model Cascades Through Confidence Tuning Stephan Rabanser Nathalie Rauschmayr Achin Kulshrestha Petra Poklukar Wittawat Jitkrittum Sean Augenstein Congchao Wang Federico Tombari 42 0 0 26 Feb 2025
Breaking the Ceiling of the LLM Community by Treating Token Generation as a Classification for Ensembling Yao-Ching Yu Chun-Chih Kuo Ziqi Ye Yu-Cheng Chang Yueh-Se Li 48 9 0 18 Jun 2024
Finding the SWEET Spot: Analysis and Improvement of Adaptive Inference in Low Resource Settings Daniel Rotem Michael Hassid Jonathan Mamou Roy Schwartz 17 5 0 04 Jun 2023
Perception and Semantic Aware Regularization for Sequential Confidence Calibration Zhenghua Peng Yuanmao Luo Tianshui Chen Keke Xu Shuangping Huang AI4TS 30 2 0 31 May 2023
QuickNets: Saving Training and Preventing Overconfidence in Early-Exit Neural Architectures Devdhar Patel H. Siegelmann OnRL 23 1 0 25 Dec 2022
Turbo: Opportunistic Enhancement for Edge Video Analytics Yan Lu Shiqi Jiang Ting Cao Yuanchao Shu 34 30 0 29 Jun 2022
CLCNet: Rethinking of Ensemble Modeling with Classification Confidence Network Yaodong Yu S. Horng 16 0 0 19 May 2022
Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss Yantao Gong Cao Liu Fan Yang Xunliang Cai Guanglu Wan Jiansong Chen Weipeng Zhang Houfeng Wang UQCV 19 2 0 17 Mar 2022
Hidden Heterogeneity: When to Choose Similarity-Based Calibration K. Wagstaff Thomas G. Dietterich 16 1 0 03 Feb 2022
Task-Oriented Communication for Multi-Device Cooperative Edge Inference Jiawei Shao Yuyi Mao Jun Zhang 20 128 0 01 Sep 2021
CascadeBERT: Accelerating Inference of Pre-trained Language Models via Calibrated Complete Models Cascade Lei Li Yankai Lin Deli Chen Shuhuai Ren Peng Li Jie Zhou Xu Sun 29 51 0 29 Dec 2020
Robust Out-of-distribution Detection for Neural Networks Jiefeng Chen Yixuan Li Xi Wu Yingyu Liang S. Jha OODD 161 84 0 21 Mar 2020
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 950 20,567 0 17 Apr 2017