Uncertainty Calibration for Ensemble-Based Debiasing Methods

Uncertainty Calibration for Ensemble-Based Debiasing Methods

7 November 2021

Liang Pang

Papers citing "Uncertainty Calibration for Ensemble-Based Debiasing Methods"

17 / 17 papers shown

Title
Towards Better Graph-based Cross-document Relation Extraction via Non-bridge Entity Enhancement and Prediction Debiasing Hao Yue Shaopeng Lai Chengyi Yang Liang Zhang Junfeng Yao Jinsong Su 47 1 0 24 Jun 2024
Not Eliminate but Aggregate: Post-Hoc Control over Mixture-of-Experts to Address Shortcut Shifts in Natural Language Understanding Ukyo Honda Tatsushi Oka Peinan Zhang Masato Mita 55 1 0 17 Jun 2024
Mitigating Shortcuts in Language Models with Soft Label Encoding Zirui He Huiqi Deng Haiyan Zhao Ninghao Liu Mengnan Du 28 2 0 17 Sep 2023
Explore and Exploit the Diverse Knowledge in Model Zoo for Domain Generalization Yimeng Chen Tianyang Hu Fengwei Zhou Zhenguo Li Zhiming Ma 33 12 0 05 Jun 2023
Calibrating Multimodal Learning Huanrong Zhang Changqing Zhang Bing Wu Huazhu Fu Qiufeng Wang Q. Hu 62 17 0 02 Jun 2023
Robust Natural Language Understanding with Residual Attention Debiasing Fei Wang James Y. Huang Tianyi Yan Wenxuan Zhou Muhao Chen 37 10 0 28 May 2023
Think Twice: Measuring the Efficiency of Eliminating Prediction Shortcuts of Question Answering Models Lukávs Mikula Michal vStefánik Marek Petrovivc Petr Sojka 41 3 0 11 May 2023
CausalAPM: Generalizable Literal Disentanglement for NLU Debiasing Songyang Gao Shihan Dou Junjie Shan Qi Zhang Xuanjing Huang CML 32 0 0 04 May 2023
Kernel-Whitening: Overcome Dataset Bias with Isotropic Sentence Embedding Songyang Gao Shihan Dou Qi Zhang Xuanjing Huang 30 8 0 14 Oct 2022
Less is Better: Recovering Intended-Feature Subspace to Robustify NLU Models Ting Wu Tao Gui 45 5 0 16 Sep 2022
When Does Group Invariant Learning Survive Spurious Correlations? Yimeng Chen Ruibin Xiong Zhiming Ma Yanyan Lan OOD CML 40 21 0 29 Jun 2022
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective Shihan Dou Rui Zheng Ting Wu Songyang Gao Junjie Shan Qi Zhang Yueming Wu Xuanjing Huang 32 8 0 16 Feb 2022
General Greedy De-bias Learning Xinzhe Han Shuhui Wang Chi Su Qingming Huang Qi Tian 11 7 0 20 Dec 2021
Measure and Improve Robustness in NLP Models: A Survey Xuezhi Wang Haohan Wang Diyi Yang 139 131 0 15 Dec 2021
HypoNLI: Exploring the Artificial Patterns of Hypothesis-only Bias in Natural Language Inference Tianyu Liu Xin Zheng Baobao Chang Zhifang Sui 53 23 0 05 Mar 2020
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 192 576 0 02 May 2018
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,695 0 05 Dec 2016