Fast yet Safe: Early-Exiting with Risk Control

Fast yet Safe: Early-Exiting with Risk Control

31 May 2024

Alexander Timans

Tin Hadvzi Veljković

Eric T. Nalisnick

Papers citing "Fast yet Safe: Early-Exiting with Risk Control"

15 / 15 papers shown

Title
Adaptive Layer-skipping in Pre-trained LLMs Xuan Luo Weizhi Wang Xifeng Yan 61 0 0 31 Mar 2025
Conformal Risk Control for Ordinal Classification Yunpeng Xu Wenge Guo Zhi Wei 14 6 0 01 May 2024
Adaptive Bounding Box Uncertainties via Two-Step Conformal Prediction Alexander Timans C. Straehle K. Sakmann Eric T. Nalisnick 18 6 0 12 Mar 2024
A Survey of Resource-efficient LLM and Multimodal Foundation Models Mengwei Xu Wangsong Yin Dongqi Cai Rongjie Yi Daliang Xu ... Shangguang Wang Yuanchun Li Yunxin Liu Xin Jin Xuanzhe Liu VLM 67 70 0 16 Jan 2024
Conformal Language Modeling Victor Quach Adam Fisch Tal Schuster Adam Yala J. Sohn Tommi Jaakkola Regina Barzilay 77 55 0 16 Jun 2023
Learning to Weight Samples for Dynamic Early-exiting Networks Yizeng Han Yifan Pu Zihang Lai Chaofei Wang S. Song Junfen Cao Wenhui Huang Chao Deng Gao Huang 51 54 0 17 Sep 2022
Achieving Risk Control in Online Learning Settings Shai Feldman Liran Ringel Stephen Bates Yaniv Romano 63 28 0 18 May 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 92 125 0 03 Oct 2021
Carbon Emissions and Large Neural Network Training David A. Patterson Joseph E. Gonzalez Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 239 626 0 21 Apr 2021
Consistent Accelerated Inference via Confident Adaptive Transformers Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 179 69 0 18 Apr 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 173 184 0 07 Jan 2021
Estimating means of bounded random variables by betting Ian Waudby-Smith Aaditya Ramdas 49 148 0 19 Oct 2020
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 118 68 0 31 Dec 2019
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 187 3,480 0 20 Aug 2019
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 170 3,504 0 10 Jun 2015