> For the complete documentation index, see [llms.txt](https://gauravm.gitbook.io/about/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://gauravm.gitbook.io/about/research/publications.md).

# Publications

FairGrad: Fairness Aware Gradient Descent.\
**Gaurav Maheshwari**, [Michaël Perrot](https://www.google.com/url?sa=t\&rct=j\&q=\&esrc=s\&source=web\&cd=\&cad=rja\&uact=8\&ved=2ahUKEwj67dOC_bv5AhWDxYUKHUdjCbQQFnoECA4QAQ\&url=https%3A%2F%2Fmperrot.github.io%2F\&usg=AOvVaw1Zvy-3SxwBL76z_vZZFMOw).\
TMLR, 2023\
[paper](https://arxiv.org/abs/2206.10923) */* [*github*](https://github.com/saist1993/fairgrad) */* [*docs*](https://fairgrad.readthedocs.io/en/latest/) */* [*pip*](https://pypi.org/project/fairgrad/)

Fair Without Leveling Down: A New Intersectional Fairness Definition\
**Gaurav Maheshwari**, [Pascal Denis](http://researchers.lille.inria.fr/pdenis), [Mikaela Keller](https://www.cristal.univ-lille.fr/profil/kellerm), [Aurélien Bellet](http://researchers.lille.inria.fr/abellet)\
EMNLP, 2023 (Also presented at BIAS 2023 (ECML))\
[paper](https://hal.science/hal-04273353/document)

Fair NLP Models with Differentially Private Text Encoders\
**Gaurav Maheshwari**, [Pascal Denis](http://researchers.lille.inria.fr/pdenis), [Mikaela Keller](https://www.cristal.univ-lille.fr/profil/kellerm), [Aurélien Bellet](http://researchers.lille.inria.fr/abellet)\
*EMNLP, 2022 (Findings)*\
[*paper*](https://arxiv.org/abs/2205.06135) */* [*github*](< https://github.com/saist1993/DPNLP>)

Message Passing for Hyper-Relational Knowledge Graphs\
[Mikhail Galkin](https://migalkin.github.io/cv/), [Priyansh Trivedi](https://priyansh.page/), **Gaurav Maheshwari**, [Ricardo Usbeck](http://aksw.org/RicardoUsbeck.html), [Jens Lehmann](http://jens-lehmann.org/)\
*EMNLP, 2020*\
[*paper*](https://arxiv.org/abs/2009.10847) */* [*github*](https://github.com/migalkin/StarE)

Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs\
&#x20;[Nilesh Chakraborty](http://www.sda.cs.uni-bonn.de/people/nilesh-chakraborty/), [Denis Lukovnikov](http://sda.cs.uni-bonn.de/people/denis-lukovnikov/), **Gaurav Maheshwari,** [Priyansh Trivedi](https://priyansh.page/), [Jens Lehmann](http://jens-lehmann.org/), [Asja Fischer](https://www.ruhr-uni-bochum.de/ffm/Lehrstuehle/Machine_Learning/index.html.en)\
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery\
[*paper*](http://jens-lehmann.org/files/2019/kbqa_nn_intro.pdf)

Learning to Rank Query Graphs for Complex Question Answering over Knowledge Graphs \
**Gaurav Maheshwari,** [Priyansh Trivedi](https://priyansh.page/)**,** [Denis Lukovnikov](http://sda.cs.uni-bonn.de/people/denis-lukovnikov/), [Nilesh Chakraborty](http://www.sda.cs.uni-bonn.de/people/nilesh-chakraborty/), [Asja Fischer](https://www.ruhr-uni-bochum.de/ffm/Lehrstuehle/Machine_Learning/index.html.en), [Jens Lehmann](http://jens-lehmann.org/)\
*ISWC, 2019*\
[*paper*](http://jens-lehmann.org/files/2019/iswc_complex_qa_ranking.pdf) */* [*github*](https://github.com/AskNowQA/KrantikariQA)

A Question Answering System on Regulatory Documents\
[Diego Collarana](http://sda.cs.uni-bonn.de/people/diego-collarana/), Timm Heuss, [Jens Lehmann](http://jens-lehmann.org/), Ioanna Lytra, **Gaurav Maheshwari**, [Rostislav Nedelchev](http://www.sda.tech/Person/RostislavNedelchev/), Thorsten Schmidt, [Priyansh Trivedi](https://priyansh.page/)\
*JURIX, 2018*\
[*paper*](http://jens-lehmann.org/files/2018/jurix_qa.pdf)

Formal Ontology Learning from English IS-A Sentences\
Sourish Dasgupta, Ankur Padia, **Gaurav Maheshwari**, [Priyansh Trivedi](https://priyansh.page/), [Jens Lehmann](http://jens-lehmann.org/)\
*arXiv Preprint*, 2018\
[*paper*](https://arxiv.org/pdf/1802.03701)

LC-QuAD: A Corpus for Complex Question Answering over Knowledge Graphs\
[Priyansh Trivedi](https://priyansh.page/), **Gaurav Maheshwari**, [Mohnish Dubey](http://sda.cs.uni-bonn.de/people/mohnish-dubey/), [Jens Lehmann](http://sda.cs.uni-bonn.de/people/prof-dr-jens-lehmann/)\
*ISWC*, 2017   **(Spotlight)**\
[*paper*](http://lc-quad.sda.tech/static/ISWC2017_paper_152.pdf) */* [*code*](https://github.com/AskNowQA/LC-QuAD) */* [*webpage*](http://lc-quad.sda.tech/) */* [*slides*](https://docs.google.com/presentation/d/1pez_PK_NEDaZWf_N4gmqCkL_fT_JDibrAu4EBvdN_lU/edit?usp=sharing)

SimDoc: Topic Sequence Alignment based Document Similarity Framework\
**Gaurav Maheshwari**, [Priyansh Trivedi](https://priyansh.page/), Harshita Sahijwani, Kunal Jha, [Sourish Dasgupta](https://www.linkedin.com/in/sourish-dasgupta-2432248/), [Jens Lehmann](http://sda.cs.uni-bonn.de/people/prof-dr-jens-lehmann/)\
*K-Cap*, 2017\
&#x20;[*paper*](https://arxiv.org/pdf/1611.04822.pdf) / [code](https://github.com/saist1993/SimDoc) / [slides](https://docs.google.com/presentation/d/1RDonLji9iLjNy6DPXU0lp7jGtzWMdlxlqlTu2LDbKCk/edit?usp=sharing)

Bidirectional LSTM with a Context Input Window for Named Entity Recognition in Tweets\
Rafael Peres, Diego Esteves, **Gaurav Maheshwari**\
*K-Cap*, 2017\
[*paper*](https://www.researchgate.net/profile/Diego_Esteves/publication/321897412_Bidirectional_LSTM_with_a_Context_Input_Window_for_Named_Entity_Recognition_in_Tweets/links/5a3a57020f7e9baa501aad79/Bidirectional-LSTM-with-a-Context-Input-Window-for-Named-Entity-Recognition-in-Tweets.pdf)

BitSim: An Algebraic Similarity Measure for Description Logics Concepts\
Sourish Dasgupta, **Gaurav Maheshwari**, [Priyansh Trivedi](https://priyansh.page/)\
*arXiv Preprint*, 2015\
[*paper*](https://arxiv.org/pdf/1503.05667.pdf)