Adaptive Temperature Scaling for Robust Calibration of Deep Neural
Networks

Adaptive Temperature Scaling for Robust Calibration of Deep Neural Networks

31 July 2022

Sérgio A. Balanya

Papers citing "Adaptive Temperature Scaling for Robust Calibration of Deep Neural Networks"

10 / 10 papers shown

Title
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction Farhad Pourkamali-Anaraki 43 0 0 24 Apr 2025
Analytical Softmax Temperature Setting from Feature Dimensions for Model- and Domain-Robust Classification Tatsuhito Hasegawa Shunsuke Sakai 43 0 0 22 Apr 2025
Uncertainty Estimation by Density Aware Evidential Deep Learning Taeseong Yoon Heeyoung Kim EDL UQCV 47 1 0 13 Sep 2024
Adaptive Preference Scaling for Reinforcement Learning with Human Feedback Ilgee Hong Zichong Li Alexander Bukharin Yixiao Li Haoming Jiang Tianbao Yang Tuo Zhao 37 4 0 04 Jun 2024
Optimizing Calibration by Gaining Aware of Prediction Correctness Yuchi Liu Lei Wang Yuli Zou James Zou Liang Zheng UQCV 44 1 0 19 Apr 2024
To Cool or not to Cool? Temperature Network Meets Large Foundation Models via DRO Zi-Hao Qiu Siqi Guo Mao Xu Tuo Zhao Lijun Zhang Tianbao Yang AI4TS AI4CE 48 3 0 06 Apr 2024
Accuracy-Preserving Calibration via Statistical Modeling on Probability Simplex Yasushi Esaki Akihiro Nakamura Keisuke Kawano Ryoko Tokuhisa Takuro Kutsuna 46 0 0 21 Feb 2024
How to Fix a Broken Confidence Estimator: Evaluating Post-hoc Methods for Selective Classification with Deep Neural Networks L. F. P. Cattelan Danilo Silva UQCV 27 6 0 24 May 2023
Towards Reliable Misinformation Mitigation: Generalization, Uncertainty, and GPT-4 Kellin Pelrine Anne Imouza Camille Thibault Meilina Reksoprodjo Caleb Gupta J. Christoph Jean-François Godbout Reihaneh Rabbany UQLM AI4CE 25 35 0 24 May 2023
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,675 0 05 Dec 2016