publications

2023

1. AISTATS

   Learning to Defer to Multiple Experts: Consistent Surrogate Losses, Confidence Calibration, and Conformal Ensembles

   Verma*, Rajeev, Barrejón*, Daniel, and Nalisnick, Eric

   In to appear in the proceedings of the 26th International Conference on Artificial Intelligence and Statistics (AISTATS) 2023

2022

1. ICML

   Calibrated Learning to Defer with One-vs-All Classifiers

   Verma, Rajeev, and Nalisnick, Eric

   In Proceedings of the 39th International Conference on Machine Learning (ICML) 2022

   PDF Code
2. ICML HMCaT

   On the Calibration of Learning to Defer to Multiple Experts

   Verma, Rajeev, Barrejón, Daniel, and Nalisnick, Eric

   In ICML Workshop on Human-Machine Collaboration and Teaming 2022

   Bib PDF

   @inproceedings{Verma2022multiL2D,
     title = {On the Calibration of Learning to Defer to Multiple Experts},
     author = {Verma, Rajeev and Barrejón, Daniel and Nalisnick, Eric},
     booktitle = {ICML Workshop on Human-Machine Collaboration and Teaming},
     year = {2022},
     pdf = {ICML_HMCaT2022.pdf},
     abbr = {ICML HMCaT},
     bibtex_show = {true}
   }

2021

1. ICONIP

   Attend to Your Review: A Deep Neural Network to Extract Aspects from Peer Reviews

   Verma, Rajeev, Shinde, Kartik, Arora, Hardik, and Ghosal, Tirthankar

   In International Conference on Neural Information Processing 2021

   PDF Code
2. ReScience C

   [Re] Explaining Groups of Points in Low-Dimensional Representations

   Verma, Rajeev, Wagemans, J.J.O, Dahal, Paras, and Elfrink, Auke

   In ReScience C 7,2, #24 2021

   PDF Code

2019

1. ACL

   Deepsentipeer: Harnessing sentiment in review texts to recommend peer review decisions

   Ghosal, Tirthankar, Verma, Rajeev, Ekbal, Asif, and Bhattacharyya, Pushpak

   In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics 2019

   PDF Code
2. IEEE CONECCT

   Knowledge Graph Representation Learning Based Drug Informatics

   Verma, Rajeev, and Kumar, Preetam

   In 2019 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT) 2019

   PDF Slides