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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Dataset
@inproceedings{msmarco,
author = {Tri Nguyen and
Mir Rosenberg and
Xia Song and
Jianfeng Gao and
Saurabh Tiwary and
Rangan Majumder and
Li Deng},
editor = {Tarek Richard Besold and
Antoine Bordes and
Artur S. d'Avila Garcez and
Greg Wayne},
title = {{MS} {MARCO:} {A} Human Generated MAchine Reading COmprehension Dataset},
booktitle = {Proceedings of the Workshop on Cognitive Computation: Integrating
neural and symbolic approaches 2016 co-located with the 30th Annual
Conference on Neural Information Processing Systems {(NIPS} 2016),
Barcelona, Spain, December 9, 2016},
series = {{CEUR} Workshop Proceedings},
volume = {1773},
publisher = {CEUR-WS.org},
year = {2016},
url = {https://ceur-ws.org/Vol-1773/CoCoNIPS\_2016\_paper9.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:16 +0100},
biburl = {https://dblp.org/rec/conf/nips/NguyenRSGTMD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{TREC2019,
author = {Nick Craswell and
Bhaskar Mitra and
Emine Yilmaz and
Daniel Campos and
Ellen M. Voorhees},
title = {Overview of the {TREC} 2019 deep learning track},
journal = {CoRR},
volume = {abs/2003.07820},
year = {2020},
url = {https://arxiv.org/abs/2003.07820},
eprinttype = {arXiv},
eprint = {2003.07820},
timestamp = {Wed, 27 Apr 2022 14:24:37 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-07820.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{li-roth-2002-learning-question-classifiers,
title = {Learning Question Classifiers},
author = {Li, Xin and
Roth, Dan},
booktitle = {{COLING} 2002: The 19th International Conference on Computational Linguistics},
year = {2002},
url = {https://aclanthology.org/C02-1150}
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Index
@article{johnson2019billion,
author = {Jeff Johnson and
Matthijs Douze and
Herv{\'{e}} J{\'{e}}gou},
title = {Billion-Scale Similarity Search with GPUs},
journal = {{IEEE} Trans. Big Data},
volume = {7},
number = {3},
pages = {535--547},
year = {2021},
url = {https://doi.org/10.1109/TBDATA.2019.2921572},
doi = {10.1109/TBDATA.2019.2921572},
timestamp = {Tue, 16 Aug 2022 23:09:18 +0200},
biburl = {https://dblp.org/rec/journals/tbd/JohnsonDJ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{IVF,
author = {Jégou, Herve and Douze, Matthijs and Schmid, Cordelia},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
title = {Product Quantization for Nearest Neighbor Search},
year = {2011},
volume = {33},
number = {1},
pages = {117-128},
doi = {10.1109/TPAMI.2010.57}
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% IR
@book{manning2008introduction,
added-at = {2010-12-20T06:06:48.000+0100},
address = {Cambridge, UK},
author = {Manning, Christopher D. and Raghavan, Prabhakar and Schütze, Hinrich},
biburl = {https://www.bibsonomy.org/bibtex/29f4ab13e07b48b9723113aa74224be65/folke},
interhash = {2e574e46b7668a7268e7f02b46f4d9bb},
intrahash = {9f4ab13e07b48b9723113aa74224be65},
isbn = {978-0-521-86571-5},
keywords = {book information introduction ir retrieval},
publisher = {Cambridge University Press},
timestamp = {2010-12-20T06:06:48.000+0100},
title = {Introduction to Information Retrieval},
url = {http://nlp.stanford.edu/IR-book/information-retrieval-book.html},
year = 2008
}
@article{Passage_Re_ranking_with_Bert,
author = {Rodrigo Frassetto Nogueira and
Kyunghyun Cho},
title = {Passage Re-ranking with {BERT}},
journal = {CoRR},
volume = {abs/1901.04085},
year = {2019},
url = {http://arxiv.org/abs/1901.04085},
eprinttype = {arXiv},
eprint = {1901.04085},
timestamp = {Fri, 20 May 2022 15:34:53 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1901-04085.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{Semantic_First_Stage,
author = {Yinqiong Cai and
Yixing Fan and
Jiafeng Guo and
Fei Sun and
Ruqing Zhang and
Xueqi Cheng},
title = {Semantic Models for the First-stage Retrieval: {A} Comprehensive Review},
journal = {CoRR},
volume = {abs/2103.04831},
year = {2021},
url = {https://arxiv.org/abs/2103.04831},
eprinttype = {arXiv},
eprint = {2103.04831},
timestamp = {Wed, 07 Dec 2022 14:48:33 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2103-04831.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{bm25,
author = {Robertson, Stephen and Zaragoza, Hugo},
year = {2009},
month = {01},
pages = {333-389},
title = {The Probabilistic Relevance Framework: BM25 and Beyond},
volume = {3},
journal = {Foundations and Trends in Information Retrieval},
doi = {10.1561/1500000019},
url = {https://www.staff.city.ac.uk/~sbrp622/papers/foundations_bm25_review.pdf}
}
@inproceedings{Robertson1994OkapiAT,
title = {Okapi at TREC-3},
author = {Stephen E. Robertson and Steve Walker and Susan Jones and Micheline Hancock-Beaulieu and Mike Gatford},
booktitle = {Text Retrieval Conference},
year = {1994}
}
@article{Robertson-Relevance-1976,
added-at = {2009-03-31T12:08:28.000+0200},
address = {School of Library, Archive and Information Studies University College London London WC1E 6BT, England; Computer Laboratory University of Cambridge Cambridge CB2 3QG, England},
author = {Robertson, S. E. and Jones, S. and Spärck, K.},
biburl = {https://www.bibsonomy.org/bibtex/20b1b36aa39c0f00d286a56054d56aee5/folke},
citeulike-article-id = {1839956},
doi = {10.1002/asi.4630270302},
interhash = {67e5814e51aa3fdddadc2e8274bcb03d},
intrahash = {0b1b36aa39c0f00d286a56054d56aee5},
journal = {Journal of the American Society for Information Science},
keywords = {ir ranking relevance weighting},
number = 3,
pages = {129--146},
posted-at = {2007-10-30 11:03:54},
priority = {4},
timestamp = {2009-03-31T12:08:28.000+0200},
title = {Relevance weighting of search terms},
url = {http://dx.doi.org/10.1002/asi.4630270302},
volume = 27,
year = 1976
}
@article{leace,
author = {Nora Belrose and
David Schneider{-}Joseph and
Shauli Ravfogel and
Ryan Cotterell and
Edward Raff and
Stella Biderman},
title = {{LEACE:} Perfect linear concept erasure in closed form},
journal = {CoRR},
volume = {abs/2306.03819},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.03819},
doi = {10.48550/arXiv.2306.03819},
eprinttype = {arXiv},
eprint = {2306.03819},
timestamp = {Tue, 13 Jun 2023 15:56:49 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-03819.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{Patterns_of_search,
author = {Lau, Tessa
and Horvitz, Eric},
editor = {Kay, Judy},
title = {Patterns of Search: Analyzing and Modeling Web Query Refinement},
booktitle = {UM99 User Modeling},
year = {1999},
publisher = {Springer Vienna},
address = {Vienna},
pages = {119--128},
isbn = {978-3-7091-2490-1}
}
@article{Query_Expansion_Techniques_Survey,
author = {Hiteshwar Kumar Azad and
Akshay Deepak},
title = {Query expansion techniques for information retrieval: {A} survey},
journal = {Inf. Process. Manag.},
volume = {56},
number = {5},
pages = {1698--1735},
year = {2019},
url = {https://doi.org/10.1016/j.ipm.2019.05.009},
doi = {10.1016/j.ipm.2019.05.009},
timestamp = {Mon, 26 Oct 2020 08:31:37 +0100},
biburl = {https://dblp.org/rec/journals/ipm/AzadD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{Vocabulary_Problem,
author = {Furnas, G. W. and Landauer, T. K. and Gomez, L. M. and Dumais, S. T.},
title = {The Vocabulary Problem in Human-System Communication},
year = {1987},
issue_date = {Nov. 1987},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
volume = {30},
number = {11},
issn = {0001-0782},
url = {https://doi.org/10.1145/32206.32212},
doi = {10.1145/32206.32212},
journal = {Commun. ACM},
month = {nov},
pages = {964–971},
numpages = {8}
}
@article{First_stage_retrieval_with_semantic_models,
author = {Jiafeng Guo and
Yinqiong Cai and
Yixing Fan and
Fei Sun and
Ruqing Zhang and
Xueqi Cheng},
title = {Semantic Models for the First-Stage Retrieval: {A} Comprehensive Review},
journal = {{ACM} Trans. Inf. Syst.},
volume = {40},
number = {4},
pages = {66:1--66:42},
year = {2022},
url = {https://doi.org/10.1145/3486250},
doi = {10.1145/3486250},
timestamp = {Wed, 07 Dec 2022 14:48:33 +0100},
biburl = {https://dblp.org/rec/journals/tois/GuoCFSZC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{Multi_stage_retrieval,
author = {Ruey{-}Cheng Chen and
Luke Gallagher and
Roi Blanco and
J. Shane Culpepper},
editor = {Noriko Kando and
Tetsuya Sakai and
Hideo Joho and
Hang Li and
Arjen P. de Vries and
Ryen W. White},
title = {Efficient Cost-Aware Cascade Ranking in Multi-Stage Retrieval},
booktitle = {Proceedings of the 40th International {ACM} {SIGIR} Conference on
Research and Development in Information Retrieval, Shinjuku, Tokyo,
Japan, August 7-11, 2017},
pages = {445--454},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3077136.3080819},
doi = {10.1145/3077136.3080819},
timestamp = {Tue, 06 Nov 2018 11:07:23 +0100},
biburl = {https://dblp.org/rec/conf/sigir/ChenGBC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Models
@inproceedings{bert,
author = {Jacob Devlin and
Ming{-}Wei Chang and
Kenton Lee and
Kristina Toutanova},
editor = {Jill Burstein and
Christy Doran and
Thamar Solorio},
title = {{BERT:} Pre-training of Deep Bidirectional Transformers for Language
Understanding},
booktitle = {Proceedings of the 2019 Conference of the North American Chapter of
the Association for Computational Linguistics: Human Language Technologies,
{NAACL-HLT} 2019, Minneapolis, MN, USA, June 2-7, 2019, Volume 1 (Long
and Short Papers)},
pages = {4171--4186},
publisher = {Association for Computational Linguistics},
year = {2019},
url = {https://doi.org/10.18653/v1/n19-1423},
doi = {10.18653/v1/n19-1423},
timestamp = {Mon, 26 Sep 2022 12:21:55 +0200},
biburl = {https://dblp.org/rec/conf/naacl/DevlinCLT19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{Transformers,
author = {Ashish Vaswani and
Noam Shazeer and
Niki Parmar and
Jakob Uszkoreit and
Llion Jones and
Aidan N. Gomez and
Lukasz Kaiser and
Illia Polosukhin},
editor = {Isabelle Guyon and
Ulrike von Luxburg and
Samy Bengio and
Hanna M. Wallach and
Rob Fergus and
S. V. N. Vishwanathan and
Roman Garnett},
title = {Attention is All you Need},
booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference
on Neural Information Processing Systems 2017, December 4-9, 2017,
Long Beach, CA, {USA}},
pages = {5998--6008},
year = {2017},
url = {https://proceedings.neurips.cc/paper/2017/hash/3f5ee243547dee91fbd053c1c4a845aa-Abstract.html},
timestamp = {Thu, 21 Jan 2021 15:15:21 +0100},
biburl = {https://dblp.org/rec/conf/nips/VaswaniSPUJGKP17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{Transformer_on_images,
author = {Alexey Dosovitskiy and
Lucas Beyer and
Alexander Kolesnikov and
Dirk Weissenborn and
Xiaohua Zhai and
Thomas Unterthiner and
Mostafa Dehghani and
Matthias Minderer and
Georg Heigold and
Sylvain Gelly and
Jakob Uszkoreit and
Neil Houlsby},
title = {An Image is Worth 16x16 Words: Transformers for Image Recognition
at Scale},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=YicbFdNTTy},
timestamp = {Wed, 23 Jun 2021 17:36:39 +0200},
biburl = {https://dblp.org/rec/conf/iclr/DosovitskiyB0WZ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{Transformer_on_time_series,
doi = {10.48550/ARXIV.2202.07125},
url = {https://arxiv.org/abs/2202.07125},
author = {Wen, Qingsong and Zhou, Tian and Zhang, Chaoli and Chen, Weiqi and Ma, Ziqing and Yan, Junchi and Sun, Liang},
keywords = {Machine Learning (cs.LG), Artificial Intelligence (cs.AI), Signal Processing (eess.SP), Machine Learning (stat.ML), FOS: Computer and information sciences, FOS: Computer and information sciences, FOS: Electrical engineering, electronic engineering, information engineering, FOS: Electrical engineering, electronic engineering, information engineering},
title = {Transformers in Time Series: A Survey},
publisher = {arXiv},
year = {2022},
copyright = {arXiv.org perpetual, non-exclusive license}
}
@article{Transformer_on_audio,
author = {Prateek Verma and
Jonathan Berger},
title = {Audio Transformers: Transformer Architectures For Large Scale Audio
Understanding. Adieu Convolutions},
journal = {CoRR},
volume = {abs/2105.00335},
year = {2021},
url = {https://arxiv.org/abs/2105.00335},
eprinttype = {arXiv},
eprint = {2105.00335},
timestamp = {Wed, 12 May 2021 15:54:31 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-00335.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{Transformer_on_video,
author = {Daniel Neimark and
Omri Bar and
Maya Zohar and
Dotan Asselmann},
title = {Video Transformer Network},
booktitle = {{IEEE/CVF} International Conference on Computer Vision Workshops,
{ICCVW} 2021, Montreal, BC, Canada, October 11-17, 2021},
pages = {3156--3165},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/ICCVW54120.2021.00355},
doi = {10.1109/ICCVW54120.2021.00355},
timestamp = {Fri, 03 Dec 2021 17:37:35 +0100},
biburl = {https://dblp.org/rec/conf/iccvw/NeimarkBZA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{sbert,
author = {Nils Reimers and
Iryna Gurevych},
editor = {Kentaro Inui and
Jing Jiang and
Vincent Ng and
Xiaojun Wan},
title = {Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks},
booktitle = {Proceedings of the 2019 Conference on Empirical Methods in Natural
Language Processing and the 9th International Joint Conference on
Natural Language Processing, {EMNLP-IJCNLP} 2019, Hong Kong, China,
November 3-7, 2019},
pages = {3980--3990},
publisher = {Association for Computational Linguistics},
year = {2019},
url = {https://doi.org/10.18653/v1/D19-1410},
doi = {10.18653/v1/D19-1410},
timestamp = {Thu, 07 Apr 2022 09:14:07 +0200},
biburl = {https://dblp.org/rec/conf/emnlp/ReimersG19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{gpt3,
author = {Tom B. Brown and
Benjamin Mann and
Nick Ryder and
Melanie Subbiah and
Jared Kaplan and
Prafulla Dhariwal and
Arvind Neelakantan and
Pranav Shyam and
Girish Sastry and
Amanda Askell and
Sandhini Agarwal and
Ariel Herbert{-}Voss and
Gretchen Krueger and
Tom Henighan and
Rewon Child and
Aditya Ramesh and
Daniel M. Ziegler and
Jeffrey Wu and
Clemens Winter and
Christopher Hesse and
Mark Chen and
Eric Sigler and
Mateusz Litwin and
Scott Gray and
Benjamin Chess and
Jack Clark and
Christopher Berner and
Sam McCandlish and
Alec Radford and
Ilya Sutskever and
Dario Amodei},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Language Models are Few-Shot Learners},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/1457c0d6bfcb4967418bfb8ac142f64a-Abstract.html},
timestamp = {Tue, 19 Jan 2021 15:56:50 +0100},
biburl = {https://dblp.org/rec/conf/nips/BrownMRSKDNSSAA20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{Knowledge_distillation,
author = {Geoffrey E. Hinton and
Oriol Vinyals and
Jeffrey Dean},
title = {Distilling the Knowledge in a Neural Network},
journal = {CoRR},
volume = {abs/1503.02531},
year = {2015},
url = {http://arxiv.org/abs/1503.02531},
eprinttype = {arXiv},
eprint = {1503.02531},
timestamp = {Mon, 13 Aug 2018 16:48:36 +0200},
biburl = {https://dblp.org/rec/journals/corr/HintonVD15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{tct_colbert,
author = {Sheng{-}Chieh Lin and
Jheng{-}Hong Yang and
Jimmy Lin},
title = {Distilling Dense Representations for Ranking using Tightly-Coupled
Teachers},
journal = {CoRR},
volume = {abs/2010.11386},
year = {2020},
url = {https://arxiv.org/abs/2010.11386},
eprinttype = {arXiv},
eprint = {2010.11386},
timestamp = {Mon, 26 Oct 2020 15:39:44 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-11386.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{tct_colbert2,
author = {Sheng{-}Chieh Lin and
Jheng{-}Hong Yang and
Jimmy Lin},
editor = {Anna Rogers and
Iacer Calixto and
Ivan Vulic and
Naomi Saphra and
Nora Kassner and
Oana{-}Maria Camburu and
Trapit Bansal and
Vered Shwartz},
title = {In-Batch Negatives for Knowledge Distillation with Tightly-Coupled
Teachers for Dense Retrieval},
booktitle = {Proceedings of the 6th Workshop on Representation Learning for NLP,
RepL4NLP@ACL-IJCNLP 2021, Online, August 6, 2021},
pages = {163--173},
publisher = {Association for Computational Linguistics},
year = {2021},
url = {https://doi.org/10.18653/v1/2021.repl4nlp-1.17},
doi = {10.18653/v1/2021.repl4nlp-1.17},
timestamp = {Mon, 01 Aug 2022 16:27:53 +0200},
biburl = {https://dblp.org/rec/conf/rep4nlp/LinYL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{colbert,
author = {Omar Khattab and
Matei Zaharia},
editor = {Jimmy X. Huang and
Yi Chang and
Xueqi Cheng and
Jaap Kamps and
Vanessa Murdock and
Ji{-}Rong Wen and
Yiqun Liu},
title = {ColBERT: Efficient and Effective Passage Search via Contextualized
Late Interaction over {BERT}},
booktitle = {Proceedings of the 43rd International {ACM} {SIGIR} conference on
research and development in Information Retrieval, {SIGIR} 2020, Virtual
Event, China, July 25-30, 2020},
pages = {39--48},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3397271.3401075},
doi = {10.1145/3397271.3401075},
timestamp = {Sun, 02 Oct 2022 16:15:14 +0200},
biburl = {https://dblp.org/rec/conf/sigir/KhattabZ20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{attention,
author = {Dzmitry Bahdanau and
Kyunghyun Cho and
Yoshua Bengio},
editor = {Yoshua Bengio and
Yann LeCun},
title = {Neural Machine Translation by Jointly Learning to Align and Translate},
booktitle = {3rd International Conference on Learning Representations, {ICLR} 2015,
San Diego, CA, USA, May 7-9, 2015, Conference Track Proceedings},
year = {2015},
url = {http://arxiv.org/abs/1409.0473},
timestamp = {Wed, 17 Jul 2019 10:40:54 +0200},
biburl = {https://dblp.org/rec/journals/corr/BahdanauCB14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%% NLP
@article{LSTM,
author = {Hochreiter, Sepp and Schmidhuber, Jürgen},
year = {1997},
month = {12},
pages = {1735-80},
title = {Long Short-term Memory},
volume = {9},
journal = {Neural computation},
doi = {10.1162/neco.1997.9.8.1735}
}
@inproceedings{GloVe,
author = {Jeffrey Pennington and
Richard Socher and
Christopher D. Manning},
editor = {Alessandro Moschitti and
Bo Pang and
Walter Daelemans},
title = {Glove: Global Vectors for Word Representation},
booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2014, October 25-29, 2014, Doha, Qatar,
{A} meeting of SIGDAT, a Special Interest Group of the {ACL}},
pages = {1532--1543},
publisher = {{ACL}},
year = {2014},
url = {https://doi.org/10.3115/v1/d14-1162},
doi = {10.3115/v1/d14-1162},
timestamp = {Fri, 06 Aug 2021 00:40:40 +0200},
biburl = {https://dblp.org/rec/conf/emnlp/PenningtonSM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{Mikolov__CBOW_Skip_Gram,
author = {Tom{\'{a}}s Mikolov and
Kai Chen and
Greg Corrado and
Jeffrey Dean},
editor = {Yoshua Bengio and
Yann LeCun},
title = {Efficient Estimation of Word Representations in Vector Space},
booktitle = {1st International Conference on Learning Representations, {ICLR} 2013,
Scottsdale, Arizona, USA, May 2-4, 2013, Workshop Track Proceedings},
year = {2013},
url = {http://arxiv.org/abs/1301.3781},
timestamp = {Mon, 28 Dec 2020 11:31:01 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1301-3781.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{Lee__End-to-end_Coref_Res,
author = {Kenton Lee and
Luheng He and
Mike Lewis and
Luke Zettlemoyer},
editor = {Martha Palmer and
Rebecca Hwa and
Sebastian Riedel},
title = {End-to-end Neural Coreference Resolution},
booktitle = {Proceedings of the 2017 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2017, Copenhagen, Denmark, September
9-11, 2017},
pages = {188--197},
publisher = {Association for Computational Linguistics},
year = {2017},
url = {https://doi.org/10.18653/v1/d17-1018},
doi = {10.18653/v1/d17-1018},
timestamp = {Fri, 06 Aug 2021 00:40:26 +0200},
biburl = {https://dblp.org/rec/conf/emnlp/LeeHLZ17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{word_piece,
author = {Yonghui Wu and
Mike Schuster and
Zhifeng Chen and
Quoc V. Le and
Mohammad Norouzi and
Wolfgang Macherey and
Maxim Krikun and
Yuan Cao and
Qin Gao and
Klaus Macherey and
Jeff Klingner and
Apurva Shah and
Melvin Johnson and
Xiaobing Liu and
Lukasz Kaiser and
Stephan Gouws and
Yoshikiyo Kato and
Taku Kudo and
Hideto Kazawa and
Keith Stevens and
George Kurian and
Nishant Patil and
Wei Wang and
Cliff Young and
Jason Smith and
Jason Riesa and
Alex Rudnick and
Oriol Vinyals and
Greg Corrado and
Macduff Hughes and
Jeffrey Dean},
title = {Google's Neural Machine Translation System: Bridging the Gap between
Human and Machine Translation},
journal = {CoRR},
volume = {abs/1609.08144},
year = {2016},
url = {http://arxiv.org/abs/1609.08144},
eprinttype = {arXiv},
eprint = {1609.08144},
timestamp = {Thu, 14 Jan 2021 12:12:19 +0100},
biburl = {https://dblp.org/rec/journals/corr/WuSCLNMKCGMKSJL16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%% Bsics Machine and Deep Learning
@book{Machine_Learning_1,
added-at = {2017-05-07T17:18:19.000+0200},
address = {Cambridge, MA},
author = {Kelleher, John D. and MacNamee, Brian and D'Arcy, Aoife},
biburl = {https://www.bibsonomy.org/bibtex/22f4191be9a93696f7affc8b3e728e686/mardukasoka},
groups = {public},
interhash = {dcb13b9367fd9e15094c1a5e356225ee},
intrahash = {2f4191be9a93696f7affc8b3e728e686},
isbn = {978-0-262-02944-5},
keywords = {ai},
lccn = {https://lccn.loc.gov/2014046123},
publisher = {MIT Press},
timestamp = {2017-05-07T17:18:19.000+0200},
title = {Fundamentals of Machine Learning for Predictive Data Analytics: Algorithms, Worked Examples, and Case Studies},
username = {flint63},
year = 2015
}
@book{Deep_Learning,
title = {Deep Learning},
author = {Ian Goodfellow and Yoshua Bengio and Aaron Courville},
publisher = {MIT Press},
note = {\url{http://www.deeplearningbook.org}},
year = {2016}
}
@book{boyd_vandenberghe_2004,
author = {Stephen P. Boyd and
Lieven Vandenberghe},
title = {Convex Optimization},
publisher = {Cambridge University Press},
year = {2014},
url = {https://web.stanford.edu/\%7Eboyd/cvxbook/},
doi = {10.1017/CBO9780511804441},
isbn = {978-0-521-83378-3},
timestamp = {Mon, 29 Jul 2019 15:58:36 +0200},
biburl = {https://dblp.org/rec/books/cu/BV2014.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{adam,
author = {Diederik P. Kingma and
Jimmy Ba},
editor = {Yoshua Bengio and
Yann LeCun},
title = {Adam: {A} Method for Stochastic Optimization},
booktitle = {3rd International Conference on Learning Representations, {ICLR} 2015,
San Diego, CA, USA, May 7-9, 2015, Conference Track Proceedings},
year = {2015},
url = {http://arxiv.org/abs/1412.6980},
timestamp = {Thu, 25 Jul 2019 14:25:37 +0200},
biburl = {https://dblp.org/rec/journals/corr/KingmaB14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{bottou2012stochastic,
author = {L{\'{e}}on Bottou},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Stochastic Gradient Descent Tricks},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {421--436},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_25},
doi = {10.1007/978-3-642-35289-8\_25},
timestamp = {Wed, 25 Sep 2019 17:41:07 +0200},
biburl = {https://dblp.org/rec/series/lncs/Bottou12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%% Property Removal
@inproceedings{rlace,
author = {Shauli Ravfogel and
Michael Twiton and
Yoav Goldberg and
Ryan Cotterell},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Linear Adversarial Concept Erasure},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {18400--18421},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/ravfogel22a.html},
timestamp = {Tue, 12 Jul 2022 17:36:52 +0200},
biburl = {https://dblp.org/rec/conf/icml/RavfogelTGC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{INLP,
author = {Shauli Ravfogel and
Yanai Elazar and
Hila Gonen and
Michael Twiton and
Yoav Goldberg},
editor = {Dan Jurafsky and
Joyce Chai and
Natalie Schluter and
Joel R. Tetreault},
title = {Null It Out: Guarding Protected Attributes by Iterative Nullspace
Projection},
booktitle = {Proceedings of the 58th Annual Meeting of the Association for Computational
Linguistics, {ACL} 2020, Online, July 5-10, 2020},
pages = {7237--7256},
publisher = {Association for Computational Linguistics},
year = {2020},
url = {https://doi.org/10.18653/v1/2020.acl-main.647},
doi = {10.18653/v1/2020.acl-main.647},
timestamp = {Fri, 06 Aug 2021 00:40:50 +0200},
biburl = {https://dblp.org/rec/conf/acl/RavfogelEGTG20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{Kernelized_concept_Erasure,
author = {Shauli Ravfogel and
Francisco Vargas and
Yoav Goldberg and
Ryan Cotterell},
editor = {Yoav Goldberg and
Zornitsa Kozareva and
Yue Zhang},
title = {Adversarial Concept Erasure in Kernel Space},
booktitle = {Proceedings of the 2022 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2022, Abu Dhabi, United Arab Emirates,
December 7-11, 2022},
pages = {6034--6055},
publisher = {Association for Computational Linguistics},
year = {2022},
url = {https://aclanthology.org/2022.emnlp-main.405},
timestamp = {Tue, 07 Feb 2023 17:10:51 +0100},
biburl = {https://dblp.org/rec/conf/emnlp/Ravfogel0GC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%% Interpretable AI
@article{Peeking_inside_the_black_box,
author = {Amina Adadi and
Mohammed Berrada},
title = {Peeking Inside the Black-Box: {A} Survey on Explainable Artificial
Intelligence {(XAI)}},
journal = {{IEEE} Access},
volume = {6},
pages = {52138--52160},
year = {2018},
url = {https://doi.org/10.1109/ACCESS.2018.2870052},
doi = {10.1109/ACCESS.2018.2870052},
timestamp = {Fri, 25 Dec 2020 01:10:09 +0100},
biburl = {https://dblp.org/rec/journals/access/AdadiB18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{Survey_Causality,
author = {Niloy Ganguly and
Dren Fazlija and
Maryam Badar and
Marco Fisichella and
Sandipan Sikdar and
Johanna Schrader and
Jonas Wallat and
Koustav Rudra and
Manolis Koubarakis and
Gourab K. Patro and
Wadhah Zai El Amri and
Wolfgang Nejdl},
title = {A Review of the Role of Causality in Developing Trustworthy {AI} Systems},
journal = {CoRR},
volume = {abs/2302.06975},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2302.06975},
doi = {10.48550/arXiv.2302.06975},
eprinttype = {arXiv},
eprint = {2302.06975},
timestamp = {Mon, 20 Feb 2023 14:27:28 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2302-06975.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{Survey_Transparent_AI,
title = {Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks},
author = {Tilman Räuker and Anson Ho and Stephen Casper and Dylan Hadfield-Menell},
year = {2023},
eprint = {2207.13243},
archiveprefix = {arXiv},
primaryclass = {cs.LG}
}
@article{black_box_ai_survey_1,
author = {Wojciech Samek and
Gr{\'{e}}goire Montavon and
Sebastian Lapuschkin and
Christopher J. Anders and
Klaus{-}Robert M{\"{u}}ller},
title = {Explaining Deep Neural Networks and Beyond: {A} Review of Methods
and Applications},
journal = {Proc. {IEEE}},
volume = {109},
number = {3},
pages = {247--278},
year = {2021},
url = {https://doi.org/10.1109/JPROC.2021.3060483},
doi = {10.1109/JPROC.2021.3060483},
timestamp = {Tue, 23 Mar 2021 14:13:45 +0100},
biburl = {https://dblp.org/rec/journals/pieee/SamekMLAM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{black_box_survey_local,
author = {Yu Liang and
Siguang Li and
Chungang Yan and
Maozhen Li and
Changjun Jiang},
title = {Explaining the black-box model: {A} survey of local interpretation
methods for deep neural networks},
journal = {Neurocomputing},
volume = {419},
pages = {168--182},
year = {2021},
url = {https://doi.org/10.1016/j.neucom.2020.08.011},
doi = {10.1016/j.neucom.2020.08.011},
timestamp = {Sat, 25 Jun 2022 17:37:26 +0200},
biburl = {https://dblp.org/rec/journals/ijon/LiangLYLJ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{stochastic_parrot,
author = {Bender, Emily M. and Gebru, Timnit and McMillan-Major, Angelina and Shmitchell, Shmargaret},
title = {On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?},
year = {2021},
isbn = {9781450383097},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3442188.3445922},
doi = {10.1145/3442188.3445922},
booktitle = {Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency},
pages = {610–623},
numpages = {14},
location = {Virtual Event, Canada},
series = {FAccT '21}
}
@article{Bias_and_Fairness_survey,
author = {Ninareh Mehrabi and
Fred Morstatter and
Nripsuta Saxena and
Kristina Lerman and
Aram Galstyan},
title = {A Survey on Bias and Fairness in Machine Learning},
journal = {{ACM} Comput. Surv.},
volume = {54},
number = {6},
pages = {115:1--115:35},
year = {2022},
url = {https://doi.org/10.1145/3457607},
doi = {10.1145/3457607},
timestamp = {Wed, 23 Nov 2022 16:16:45 +0100},
biburl = {https://dblp.org/rec/journals/csur/MehrabiMSLG21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{why_should_i_trust_you,
author = {Marco T{\'{u}}lio Ribeiro and
Sameer Singh and