Robust Neural Information Retrieval: An Adversarial and
Out-of-distribution Perspective

Robust Neural Information Retrieval: An Adversarial and Out-of-distribution Perspective

9 July 2024

Yu-An Liu

Jiafeng Guo

Maarten de Rijke

Papers citing "Robust Neural Information Retrieval: An Adversarial and Out-of-distribution Perspective"

18 / 18 papers shown

Title
Typo-Robust Representation Learning for Dense Retrieval Panuthep Tasawong Wuttikorn Ponwitayarat Peerat Limkonchotiwat Can Udomcharoenchaikit E. Chuangsuwanich Sarana Nutanong OOD 22 4 0 17 Jun 2023
Towards Imperceptible Document Manipulations against Neural Ranking Models Xuanang Chen Ben He Zheng Ye Le Sun Yingfei Sun AAML 19 16 0 03 May 2023
Boosting Big Brother: Attacking Search Engines with Encodings Nicholas Boucher Luca Pajola Ilia Shumailov Ross J. Anderson Mauro Conti SILM 12 10 0 27 Apr 2023
Zero-Shot Retrieval with Search Agents and Hybrid Environments Michelle Chen Huebscher Christian Buck Massimiliano Ciaramita S. Rothe 19 8 0 30 Sep 2022
Order-Disorder: Imitation Adversarial Attacks for Black-box Neural Ranking Models Jiawei Liu Yangyang Kang Di Tang Kaisong Song Changlong Sun XiaoFeng Wang Wei Lu Xiaozhong Liu AAML 43 39 0 14 Sep 2022
ERNIE-Search: Bridging Cross-Encoder with Dual-Encoder via Self On-the-fly Distillation for Dense Passage Retrieval Yuxiang Lu Yiding Liu Jiaxiang Liu Yunsheng Shi Zhengjie Huang ... Hao Tian Hua-Hong Wu Shuaiqiang Wang Dawei Yin Haifeng Wang 110 57 0 18 May 2022
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 201 412 0 24 Jan 2022
Measure and Improve Robustness in NLP Models: A Survey Xuezhi Wang Haohan Wang Diyi Yang 123 130 0 15 Dec 2021
Zero-Shot Dense Retrieval with Momentum Adversarial Domain Invariant Representations Ji Xin Chenyan Xiong A. Srinivasan Ankita Sharma Damien Jose Paul N. Bennett VLM 75 41 0 14 Oct 2021
Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval Luyu Gao Jamie Callan RALM 152 326 0 12 Aug 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 229 961 0 17 Apr 2021
Overview of the TREC 2020 deep learning track Nick Craswell Bhaskar Mitra Emine Yilmaz Daniel Fernando Campos 54 362 0 15 Feb 2021
Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead Muhammad Shafique Mahum Naseer T. Theocharides C. Kyrkou O. Mutlu Lois Orosa Jungwook Choi OOD 63 100 0 04 Jan 2021
CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters Hicham El Boukkouri Olivier Ferret Thomas Lavergne Hiroshi Noji Pierre Zweigenbaum Junichi Tsujii 66 155 0 20 Oct 2020
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua-Hong Wu Haifeng Wang RALM OffRL 206 593 0 16 Oct 2020
Overview of the TREC 2019 deep learning track Nick Craswell Bhaskar Mitra Emine Yilmaz Daniel Fernando Campos E. Voorhees 169 453 0 17 Mar 2020
FreeLB: Enhanced Adversarial Training for Natural Language Understanding Chen Zhu Yu Cheng Zhe Gan S. Sun Tom Goldstein Jingjing Liu AAML 205 430 0 25 Sep 2019
Certified Robustness to Adversarial Word Substitutions Robin Jia Aditi Raghunathan Kerem Göksel Percy Liang AAML 164 289 0 03 Sep 2019