@Article{Adabala07,
  author    = "Adabala, N. and Varma, M. and Toyama, K.",
  title     = "Computer Aided Generation of Stylized Maps",
  journal   = "Computer Animation and Virtual Worlds",
  volume    = "18",
  number    = "2",
  pages     = "133--140",
  month     = "May",
  year      = "2007"
}



@InProceedings{Agrawal13,
  author    = "Agrawal, R. and Gupta, A. and Prabhu, Y. and Varma, M.",
  title     = "Multi-label learning with millions of labels: Recommending advertiser bid phrases for web pages",
  booktitle = "Proceedings of the International World Wide Web Conference",
  month     = "May",
  year      = "2013",
}




@Article{Bengio19,
  author =	{Samy Bengio and Krzysztof Dembczynski and Thorsten Joachims and Marius Kloft and Manik Varma},
  title =	{{Extreme Classification (Dagstuhl Seminar 18291)}},
  pages =	{62--80},
  journal =	{Dagstuhl Reports},
  ISSN =	{2192-5283},
  year =	{2019},
  volume =	{8},
  number =	{7},
  editor =	{Samy Bengio and Krzysztof Dembczynski and Thorsten Joachims and Marius Kloft and Manik Varma},
  publisher =	{Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{http://drops.dagstuhl.de/opus/volltexte/2019/10173},
  URN =		{urn:nbn:de:0030-drops-101739},
  doi =		{10.4230/DagRep.8.7.62},
  annote =	{Keywords: algorithms and complexity, artificial intelligence, computer vision, machine learning}
}



@InProceedings{Bhatia15,
  author    = "Bhatia, K. and Jain, H. and Kar, P. and Varma, M. and Jain, P.",
  title     = "Sparse Local Embeddings for Extreme Multi-label Classification",
  booktitle = "Advances in Neural Information Processing Systems",
  month     = "December",
  year      = "2015",
}



@InProceedings{Dahiya21,
    author = "Dahiya, K. and Saini, D. and Mittal, A. and Shaw, A. and Dave, K. and Soni, A. and Jain, H. and Agarwal, S. and Varma, M.",
    title = "DeepXML: A Deep Extreme Multi-Label Learning Framework Applied to Short Text Documents",
    booktitle = "Proceedings of the ACM International Conference on Web Search and Data Mining",
    month = "March",
    year = "2021"
}



@InProceedings{Dahiya21b,
    author = "Dahiya, K. and Agarwal, A. and Saini, D. and Gururaj, K. and Jiao, J. and Singh, A. and Agarwal, S. and Kar, P. and Varma, M.",
    title = "SiameseXML: Siamese Networks meet Extreme Classifiers with 100M Labels",
    booktitle = "Proceedings of the International Conference on Machine Learning",
    month = "July",
    year = "2021"
}



@InProceedings{deCampos09,
  author    = "de Campos, T.~E. and Babu, B.~R. and Varma, M.",
  title     = "Character recognition in natural images",
  booktitle = "Proceedings of the International Conference on Computer
  Vision Theory and Applications, Lisbon, Portugal",
  month     = "February",
  year      = "2009",
}



@InProceedings{Gupta17,
  author    = "Gupta, C. and Suggala, A.~S. and Gupta, A. and  Simhadri, H.~V. and Paranjape, B. and Kumar, A. and Goyal, S. and Udupa, R. amd Varma, M. and Jain, P.",
  title     = "ProtoNN: Compressed and Accurate kNN for Resource-scarce Devices",
  booktitle = "Proceedings of the International Conference on Machine Learning",
  month     = "August",
  year      = "2017",
}



@InProceedings{Gupta21,
  author    = "Gupta, N. and Bohra, S. and Prabhu, Y. and Purohit, S. and Varma, M.",
  title     = "Generalized Zero-Shot Extreme Multi-label Learning",
  booktitle = "Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining",
  month     = "August",
  year      = "2021"
}



@InProceedings{Hariharan10,
  author    = "Hariharan, B. and Zelnik-Manor, L. and Vishwanathan, S.~V.~N. and Varma, M.",
  title     = "Large Scale Max-Margin Multi-Label Classification with Priors",
  booktitle = "Proceedings of the International Conference on Machine Learning",
  month     = "June",
  year      = "2010",
}



@TechReport{Hariharan10a,
  author      = "Hariharan, B. and Vishwanathan, S.~V.~N. and Varma, M.",
  title       = "Efficient Max-Margin Multi-Label Classification with Applications to Zero-Shot Learning",
  number      = "MSR-TR-2010-141",
  institution = "Microsoft Research",
  year        = "2010",
}



@Article{Hariharan12,
  author    = "Hariharan, B. and Vishwanathan, S.~V.~N. and Varma, M.",
  title     = "Efficient Max-Margin Multi-Label Classification with Applications to Zero-Shot Learning",
  journal   = "Machine Learning Journal",
  volume    = "88",
  number    = "1",
  pages     = "127--155",
  month     = "June",
  year      = "2012",
}



@InProceedings{Jain11,
  author    = "Jain, V. and Varma, M.",
  title     = "Learning to Re-Rank: Query-Dependent Image Re-Ranking Using Click Data",
  booktitle = "Proceedings of the International World Wide Web Conference",
  month     = "March",
  year      = "2011",
}



@InProceedings{Jain12,
  author    = "Jain, A. and Vishwanathan, S.~V.~N. and Varma, M.",
  title     = "SPG-GMKL: Generalized Multiple Kernel Learning with a Million Kernels",
  booktitle = "Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining",
  month     = "August",
  year      = "2012",
}



@InProceedings{Jain16,
  author    = "Jain, H. and Prabhu, Y. and Varma, M.",
  title     = "Extreme Multi-label Loss Functions for Recommendation, Tagging, Ranking and Other Missing Label Applications",
  booktitle = "Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining",
  month     = "August",
  year      = "2016",
}



@InProceedings{Jain19,
author    = "Jain, H. and Balasubramanian, V.  and Chunduri, B. and Varma, M.",
title     = "Slice: Scalable Linear Extreme Classifiers trained on 100 Million Labels for Related Searches",
booktitle = "Proceedings of the ACM International Conference on Web Search and Data Mining",
month     = "February",
year      = "2019",
}



@InProceedings{Jawanpuria14,
  author    = "Jawanpuria, P. and Varma, M. and Nath, J.~S.",
  title     = "On p-norm Path Following in Multiple Kernel Learning for Non-linear Feature Selection",
  booktitle = "Proceedings of the International Conference on Machine Learning",
  month     = "June",
  year      = "2014",
}



@InProceedings{Jose13,
  author    = "Jose, C. and Goyal, P. and Aggrwal, P. and Varma, M.",
  title     = "Local Deep Kernel Learning for Efficient Non-linear SVM Prediction",
  booktitle = "Proceedings of the International Conference on Machine Learning",
  month     = "June",
  year      = "2013",
}



@InProceedings{Kumar17,
  author    = "Kumar, A. and Goyal, S. amd Varma, M.",
  title     = "Resource-efficient Machine Learning in 2 KB RAM for the Internet of Things",
  booktitle = "Proceedings of the International Conference on Machine Learning",
  month     = "August",
  year      = "2017",
}



@InProceedings{Kusupati18,
  author    = "Kusupati, A. and Singh, M. and Bhatia, K. and Kumar, A. and Jain, P. and Varma, M.",
  title     = "{FastGRNN}: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network.",
  booktitle = "Advances in Neural Information Processing Systems",
  month     = "December",
  year      = "2018",
}



@InProceedings{Mittal21,
  author    = "Mittal, A. and Dahiya, K. and Agrawal, S. and Saini, D. and Agarwal, S. and Kar, P. and Varma, M.",
  title     = "DECAF: Deep Extreme Classification with Label Features",
  booktitle = "Proceedings of the ACM International Conference on Web Search and Data Mining",
  month     = "March",
  year      = "2021",
    }



@InProceedings{Mittal21b,
  author    = "Mittal, A. and Sachdeva, N. and Agrawal, S. and Agarwal, S. and Kar, P. and Varma, M.",
  title     = "ECLARE: Extreme classification with label graph correlations",
  booktitle = "Proceedings of The ACM International World Wide Web Conference",
  month     = "April",
  year      = "2021",
	}



@InProceedings{Mittal22,
  author    = "Mittal, A. and Dahiya, K. and Malani, S. and Ramaswamy, J. and Kuruvilla, S. and Ajmera, J. and Chang, K. and Agrawal, S. and Kar, P. and Varma, M.",
  title     = " Multimodal Extreme Classification",
  booktitle = "Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition",
  month     = "June",
  year      = "2022"
}



@InProceedings{Patil19,
  author    = "Patil, S.~G. and Dennis, D.~K. and Pabbaraju, C. and Shaheer, N. and Simhadri, H.~V. and Seshadri, V. and Varma, M. and Jain, P.",
  title     = "GesturePod: Enabling On-device Gesture-based Interaction for White Cane Users",
  booktitle = "Proceedings of the ACM Symposium on User Interface Software and Technology",
  month     = "October",
  year      = "2019",
}



@InProceedings{Prabhu14,
  author    = "Prabhu, Y. and Varma, M.",
  title     = "FastXML: A Fast, Accurate and Stable Tree-classifier for eXtreme Multi-label Learning",
  booktitle = "Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining",
  month     = "August",
  year      = "2014",
}



@InProceedings{Prabhu18,
  author    = "Prabhu, Y. and Kag, A. and Gopinath, S. and Dahiya, K. and Harsola, S. and Agrawal, R. and Varma, M.",
  title     = "Extreme multi-label learning with label features for warm-start tagging, ranking and recommendation",
  booktitle = "Proceedings of the ACM International Conference on Web Search and Data Mining",
  month     = "February",
  year      = "2018",
}



@InProceedings{Prabhu18b,
  author    = "Prabhu, Y. and Kag, A. and Harsola, S. and Agrawal, R. and Varma, M.",
  title     = "Parabel: Partitioned label trees for extreme classification with application to dynamic search advertising",
  booktitle = "Proceedings of the International World Wide Web Conference",
  month     = "April",
  year      = "2018",
}



@InProceedings{Prabhu20,
  author    = "Prabhu, Y. and Kusupati, A. and Gupta, N. and Varma, M.",
  title     = "Extreme regression for dynamic search advertising",
  booktitle = "Proceedings of the ACM International Conference on Web Search and Data Mining",
  month     = "February",
  year      = "2020",
}



@InProceedings{Roy19,
  author    = "Roy, D. and Srivastava, S. and Kusupati, A. and Jain, P. and Varma, M. and Arora, A.",
  title     = "One size does not fit all: Multi-scale, cascaded RNNs for radar classification",
  booktitle = "Proceedings of the ACM International Conference on Systems for Energy-efficient Buildings, Cities, and Transportation",
  month     
= "November",
  year      = "2019",
}




@Article{Roy21,
  author    = "Roy, D. and Srivastava, S. and Kusupati, A. and Jain, P. and Varma, M. and Arora, A.",
  title     = "One size does not fit all: Multi-scale, cascaded RNNs for radar classification",
  journal   = "{ACM} Transactions on Sensor Networks",
  volume    = "17",
  number    = "2",
  articleno = "12",
  month     = "January",
  year      = "2021",
}



@InProceedings{Saha20,
  author    = "Saha, O. and Kusupati, A. and Simhadri, H.~V. and Varma, M. and Jain, P.",
  title     = "{RNNPool}: Efficient Non-linear Pooling for RAM Constrained Inference",
  booktitle = "Advances in Neural Information Processing Systems",
  month     = "December",
  year      = "2020",
}



@InProceedings{Saini21,
	author       = "Saini, D. and Jain, A.~K. and Dave, K. and Jiao, J. and Singh, A. and Zhang, R. and Varma, M.",
	title        = "GalaXC: Graph neural networks with labelwise attention for extreme classification",
	booktitle    = "Proceedings of The ACM International World Wide Web Conference",
	month = "April",
	year = "2021",
	}



@InProceedings{Varma96,
  author    = "Varma, M. and Varma, V.~S.",
  title     = "Computer Simulation of Evolution",
  booktitle = "Proceedings of the GIREP-ICPE International Conference, Ljubljana, Slovenia",  
  pages     = "138--150",
  month     = "August",
  year      = "1996"
}



@InProceedings{Varma02,
  author    = "Varma, M. and Zisserman, A.",
  title     = "Classifying Images of Materials: Achieving Viewpoint and Illumination Independence",
  booktitle = "Proceedings of the 7th European Conference on Computer Vision, Copenhagen, Denmark",  
  publisher = "Springer-Verlag",
  volume    = "3",
  pages     = "255--271",
  month     = "May",
  year      = "2002"
}



@InProceedings{Varma02a,
  author    = "Varma, M. and Zisserman, A.",
  title     = "Classifying materials from images: to cluster or not to cluster?",
  booktitle = "Proceedings of the 2nd International Workshop on Texture Analysis and Synthesis, Copenhagen, Denmark",
  pages     = "139--144",
  month     = "June",
  year      = "2002"
}



@InProceedings{Varma02b,
  author    = "Varma, M. and Zisserman, A.",
  title     = "Statistical Approaches to Material Classification",
  booktitle = "Proceedings of the Indian Conference on Computer Vision, Graphics and Image Processing, Ahmedabad, India",
  pages     = "167--172",		  
  month     = "December",
  year      = "2002"
}



@InProceedings{Varma03,
  author    = "Varma, M. and Zisserman, A.",
  title     = "Texture Classification: Are Filter Banks Necessary?",
  booktitle = "Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Madison, Wisconsin",
  volume    = "2",
  pages     = "691--698",
  month     = "June",
  year      = "2003"
}



@InProceedings{Varma04,
  author    = "Varma, M. and Zisserman, A.",
  title     = "Estimating Illumination Direction from Textured Images",
  booktitle = "Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Washington, DC",
  volume    = "1",
  pages     = "179--186",
  month     = "June",
  year      = "2004"
}



@PhDThesis{Varma04a,
  author    = "Varma, M.",
  title     = "Statistical Approaches To Texture Classification",
  school    = "University of Oxford",
  month     = "October",
  year      = "2004",
}



@Article{Varma04b,
  author    = "Varma, M. and Zisserman, A.",
  title     = "Unifying Statistical Texture Classification Frameworks",
  journal   = "Image and Vision Computing",
  volume    = "22",
  number    = "14",
  pages     = "1175--1183",
  month     = "December",
  year      = "2004",
}



@Article{Varma05,
  author    = "Varma, M. and Zisserman, A.",
  title     = "A Statistical Approach to Texture Classification from Single Images",
  journal   = "International Journal of Computer Vision: Special Issue on Texture Analysis and Synthesis",
  volume    = "62",
  number    = "1--2",
  pages     = "61--81",
  month     = "April",
  year      = "2005"
}



@InProceedings{Varma07b,
  author    = "Varma, M. and Garg, R.",
  title     = "Locally Invariant Fractal Features for Statistical Texture Classification",
  booktitle = "Proceedings of the {IEEE} International Conference on Computer Vision, Rio de Janeiro, Brazil",
  month     = "October",
  year      = "2007",
}



@InProceedings{Varma07c,
  author    = "Varma, M. and Ray, D.",
  title     = "Learning The Discriminative Power-Invariance Trade-Off",
  booktitle = "Proceedings of the {IEEE} International Conference on Computer Vision, Rio de Janeiro, Brazil",
  month     = "October",
  year      = "2007",
}



@InProceedings{Varma09,
  author    = "Varma, M. and Babu, B.~R.",
  title     = "More Generality in Efficient Multiple Kernel Learning",
  booktitle = "Proceedings of the International Conference on Machine Learning",
  pages     = "1065--1072",
  month     = "June",
  year      = "2009",
}



@Article{Varma09a,
  author    = "Varma, M. and Zisserman, A.",
  title     = "A Statistical Approach To Material Classification Using Image Patch Exemplars",
  journal   = "{IEEE} Transactions on Pattern Analysis and Machine Intelligence",
  volume    = "31",
  number    = "11",
  pages     = "2032--2047",
  month     = "November",
  year      = "2009"
}



@Article{Varma19,
  author    = "Varma, M.",
  title     = "Extreme Classification",
  journal   = "Communications of the ACM",
  volume    = "62",
  number    = "11",
  pages     = "44--45",
  month     = "November",
  year      = "2019",
}



@InProceedings{Vasisht14,
  author    = "Vasisht, D. and Damianou, A. and Varma, M. and Kapoor, A.",
  title     = "Active Learning for Sparse Bayesian Multilabel Classification",
  booktitle = "Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining",
  month     = "August",
  year      = "2014",
}



@InProceedings{Vedaldi09, 
   author    = "Vedaldi, A. and Gulshan, V. and Varma, M. and Zisserman, A.", 
   title     = "Multiple Kernels for Object Detection", 
   booktitle = "Proceedings of the International Conference on Computer Vision", 
   month     = "September",
   year      = "2009", 
}



@InProceedings{Vishy10,
  author    = "Vishwanathan, S.~V.~N. and Sun, Z. and Theera-Ampornpunt, N. and Varma, M.",
  title     = "Multiple Kernel Learning and the {SMO} Algorithm",
  booktitle = "Advances in Neural Information Processing Systems",
  month     = "December",
  year      = "2010",
}