Modeling Discriminative Representations for Out-of-Domain Detection with
Supervised Contrastive Learning

Modeling Discriminative Representations for Out-of-Domain Detection with Supervised Contrastive Learning

29 May 2021

Weiran Xu

Papers citing "Modeling Discriminative Representations for Out-of-Domain Detection with Supervised Contrastive Learning"

19 / 19 papers shown

Title
CLOC: Contrastive Learning for Ordinal Classification with Multi-Margin N-pair Loss D. Pitawela Gustavo Carneiro Hsiang-Ting Chen 53 0 0 22 Apr 2025
SCOREQ: Speech Quality Assessment with Contrastive Regression Alessandro Ragano Jan Skoglund Andrew Hines 40 6 0 09 Oct 2024
Universal Domain Adaptation for Robust Handling of Distributional Shifts in NLP Hyuhng Joon Kim Hyunsoo Cho Sang-Woo Lee Junyeob Kim Choonghyun Park Sang-goo Lee Kang Min Yoo Taeuk Kim VLM OOD 48 1 0 23 Oct 2023
APP: Adaptive Prototypical Pseudo-Labeling for Few-shot OOD Detection Pei Wang Keqing He Yutao Mou Xiaoshuai Song Yanan Wu Jingang Wang Yunsen Xian Xunliang Cai Weiran Xu 21 3 0 20 Oct 2023
Continual Generalized Intent Discovery: Marching Towards Dynamic and Open-world Intent Recognition Xiaoshuai Song Yutao Mou Keqing He Yueyan Qiu Pei Wang Weiran Xu 25 2 0 16 Oct 2023
Open Set Relation Extraction via Unknown-Aware Training Jun Zhao Xin Zhao Wenyu Zhan Qi Zhang Tao Gui Zhongyu Wei Yunwen Chen Xiang Gao Xuanjing Huang 35 1 0 08 Jun 2023
A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation Xiaowei Huang Wenjie Ruan Wei Huang Gao Jin Yizhen Dong ... Sihao Wu Peipei Xu Dengyu Wu André Freitas Mustafa A. Mustafa ALM 45 83 0 19 May 2023
Probing Out-of-Distribution Robustness of Language Models with Parameter-Efficient Transfer Learning Hyunsoo Cho Choonghyun Park Junyeop Kim Hyuhng Joon Kim Kang Min Yoo Sang-goo Lee OODD 35 3 0 27 Jan 2023
Distinguish Sense from Nonsense: Out-of-Scope Detection for Virtual Assistants Cheng Qian Haode Qi Gengyu Wang L. Kunc Saloni Potdar 33 4 0 16 Jan 2023
Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text Qianhui Wu Huiqiang Jiang Haonan Yin Börje F. Karlsson Chin-Yew Lin 35 10 0 21 Nov 2022
Estimating Soft Labels for Out-of-Domain Intent Detection Hao Lang Yinhe Zheng Jian Sun Feiling Huang Luo Si Yongbin Li 40 15 0 10 Nov 2022
Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble Hyunsoo Cho Choonghyun Park Jaewoo Kang Kang Min Yoo Taeuk Kim Sang-goo Lee OODD 30 8 0 20 Oct 2022
UniNL: Aligning Representation Learning with Scoring Function for OOD Detection via Unified Neighborhood Learning Yutao Mou Pei Wang Keqing He Yanan Wu Jingang Wang Wei Wu Weiran Xu 18 6 0 19 Oct 2022
The Open-World Lottery Ticket Hypothesis for OOD Intent Classification Yunhua Zhou Pengyu Wang Peiju Liu Yuxin Wang Xipeng Qiu 25 2 0 13 Oct 2022
Rank-N-Contrast: Learning Continuous Representations for Regression Kaiwen Zha Peng Cao Jeany Son Yuzhe Yang Dina Katabi CML 64 37 0 03 Oct 2022
Distribution Calibration for Out-of-Domain Detection with Bayesian Approximation Yanan Wu Zhiyuan Zeng Keqing He Yutao Mou Pei Wang Weiran Xu 42 8 0 14 Sep 2022
Generalized Intent Discovery: Learning from Open World Dialogue System Yutao Mou Keqing He Yanan Wu Pei Wang Jingang Wang Wei Wu Y. Huang Junlan Feng Weiran Xu 37 8 0 13 Sep 2022
POEM: Out-of-Distribution Detection with Posterior Sampling Yifei Ming Ying Fan Yixuan Li OODD 29 114 0 28 Jun 2022
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 287 5,842 0 08 Jul 2016