ProtoInfoMax: Prototypical Networks with Mutual Information Maximization
for Out-of-Domain Detection

ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection

27 August 2021

Iftitahu Ni'mah

Vlado Menkovski

Mykola Pechenizkiy

Papers citing "ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection"

8 / 8 papers shown

Title
Domain Adaptation in Intent Classification Systems: A Review Jesse Atuhurra Hidetaka Kamigaito Taro Watanabe Eric Nichols 39 0 0 26 Mar 2024
$ROG$_{PL}$: Robust Open-Set Graph Learning via Region-Based Prototype Learning$ ROG $_{PL}$ : Robust Open-Set Graph Learning via Region-Based Prototype Learning Qin Zhang Xiaowei Li Jiexin Lu Liping Qiu Shirui Pan Xiaojun Chen Junyang Chen 58 1 0 28 Feb 2024
KeyGen2Vec: Learning Document Embedding via Multi-label Keyword Generation in Question-Answering Iftitahu Ni'mah Samaneh Khoshrou Vlado Menkovski Mykola Pechenizkiy 22 0 0 30 Oct 2023
Is Fine-tuning Needed? Pre-trained Language Models Are Near Perfect for Out-of-Domain Detection Rheeya Uppaal Junjie Hu Yixuan Li OODD 119 33 0 22 May 2023
Efficient Intent Detection with Dual Sentence Encoders I. Casanueva Tadas Temvcinas D. Gerz Matthew Henderson Ivan Vulić VLM 180 453 0 10 Mar 2020
A Mutual Information Maximization Perspective of Language Representation Learning Lingpeng Kong Cyprien de Masson dÁutume Wang Ling Lei Yu Zihang Dai Dani Yogatama SSL 217 165 0 18 Oct 2019
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification Tianyu Gao Xu Han Hao Zhu Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 208 244 0 16 Oct 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016