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Mittal, Anshul ; Dahiya, Kunal ; Agrawal, Sheshansh ; Saini, Deepak ; Agarwal, Sumeet ; Kar, Purushottam ; Varma, Manik (2021) DECAF: Deep Extreme Classification with Label Features In: WSDM '21: Proceedings of the 14th ACM International Conference on Web Search and Data Mining, March 2021, Phoenix , AZ , USA.

Dahiya, Kunal ; Saini, Deepak ; Mittal, Anshul ; Shaw, Ankush ; Dave, Kushal ; Soni, Akshay ; Jain, Himanshu ; Agarwal, Sumeet ; Varma, Manik (2021) DeepXML: A Deep Extreme Multi-Label Learning Framework Applied to Short Text Documents In: WSDM '21: Proceedings of the 14th ACM International Conference on Web Search and Data Mining, March 2021, Phoenix , AZ , USA.

Mittal, Anshul ; Sachdeva, Noveen ; Agrawal, Sheshansh ; Agarwal, Sumeet ; Kar, Purushottam ; Varma, Manik (2021) ECLARE: Extreme Classification with Label Graph Correlations In: WWW '21: Proceedings of the Web Conference 2021, April 2021, Ljubljana Slovenia.

Saini, Deepak ; Jain, Arnav Kumar ; Dave, Kushal ; Jiao, Jian ; Singh, Amit ; Zhang, Ruofei ; Varma, Manik (2021) GalaXC: Graph Neural Networks with Labelwise Attention for Extreme Classification In: WWW '21: Proceedings of the Web Conference 2021, April 2021.

Roy, Dhrubojyoti ; Srivastava, Sangeeta ; Kusupati, Aditya ; Jain, Pranshu ; Varma, Manik ; Arora, Anish (2021) One Size Does Not Fit All: Multi-scale, Cascaded RNNs for Radar Classification ACM Transactions on Sensor Networks, 17 (2). pp. 1-27. ISSN 1550-4859

Saha, O. ; Kusupati, A. ; Simhadri, H.V. ; Varma, M. ; Jain, P. (2020) RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference In: 34th Conference on Neural Information Processing Systems (NeurIPS 2020), December 2020, Vancouver, Canada.

Prabhu, Yashoteja ; Kusupati, Aditya ; Gupta, Nilesh ; Varma, Manik (2020) Extreme Regression for Dynamic Search Advertising In: WSDM '20: Proceedings of the 13th International Conference on Web Search and Data Mining, January 2020, Phoenix , AZ , USA.

Bengio, Samy ; Dembczynski, Krzysztof ; Joachims, Thorsten ; Kloft, Marius ; Varma, Manik (2019) Extreme Classification (Dagstuhl Seminar 18291) Dagstuhl Reports, 8 (7). pp. 62-80.

Varma, Manik (2019) Extreme classification Communications of the ACM, 62 (11). pp. 44-45. ISSN 0001-0782

Patil, Shishir G. ; Dennis, Don Kurian ; Pabbaraju, Chirag ; Shaheer, Nadeem ; Simhadri, Harsha Vardhan ; Seshadri, Vivek ; Varma, Manik ; Jain, Prateek (2019) GesturePod: Enabling On-device Gesture-based Interaction for White Cane Users In: UIST '19: Proceedings of the 32nd Annual ACM Symposium on User Interface Software and Technology, October 2019, New Orleans LA USA.

Roy, Dhrubojyoti ; Srivastava, Sangeeta ; Kusupati, Aditya ; Jain, Pranshu ; Varma, Manik ; Arora, Anish (2019) One Size Does Not Fit All In: BuildSys '19: Proceedings of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, November 2019, New York NY USA.

Jain, Himanshu ; Balasubramanian, Venkatesh ; Chunduri, Bhanu ; Varma, Manik (2019) Slice: Scalable Linear Extreme Classifiers Trained on 100 Million Labels for Related Searches In: WSDM '19: Proceedings of the Twelfth ACM International Conference on Web Search and Data Mining, January 2019, Melbourne VIC Australia.

Kusupati, A. ; Singh, M. ; Bhatia, K. ; Kumar, A. ; Jain, P. ; Varma, M. (2018) FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network. In: 32nd Conference on Neural Information Processing Systems (NeurIPS 2018), 2018, Montréal, Canada.

Prabhu, Yashoteja ; Kag, Anil ; Gopinath, Shilpa ; Dahiya, Kunal ; Harsola, Shrutendra ; Agrawal, Rahul ; Varma, Manik (2018) Extreme Multi-label Learning with Label Features for Warm-start Tagging, Ranking & Recommendation In: WSDM '18: Proceedings of the Eleventh ACM International Conference on Web Search and Data Mining, February 5–9, 2018, Marina Del Rey, CA, USA.

Prabhu, Yashoteja ; Kag, Anil ; Harsola, Shrutendra ; Agrawal, Rahul ; Varma, Manik (2018) Parabel: Partitioned Label Trees for Extreme Classification with Application to Dynamic Search Advertising In: WWW '18: Proceedings of the 2018 World Wide Web Conference, April 2018, Geneva Switzerland.

Gupta, C. ; Suggala, A.S. ; Gupta, A. ; Simhadri, H.V. ; Paranjape, B. ; Kumar, A. ; Goyal, S. ; Udupa, M. ; Jain, P. ; Varma, Manik (2017) ProtoNN: Compressed and Accurate kNN for Resource-scarce Devices In: Proceedings of the 34 th International Conference on Machine Learning, 2017, Sydney, Australia.

Kumar, Ashish ; Goyal, Saurabh ; Varma, Manik (2017) Resource-efficient Machine Learning in 2 KB RAM for the Internet of Things In: Proceedings of the 34 th International Conference on Machine Learning, 2017, Sydney, Australia.

Jain, Himanshu ; Prabhu, Yashoteja ; Varma, Manik (2016) Extreme Multi-label Loss Functions for Recommendation, Tagging, Ranking & Other Missing Label Applications In: KDD '16: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, August 2016, San Francisco, CA, USA.

Bhatia, K. ; Jain, H. ; Kar, P. ; Varma, M. ; Jain, P. (2015) Sparse Local Embeddings for Extreme Multi-label Classification In: Advances in Neural Information Processing Systems 28 (NIPS 2015), December 2015.

Jawanpuria, P. ; Varma, M. ; Nath, J.S. (2014) On p-norm Path Following in Multiple Kernel Learning for Non-linear Feature Selection In: Proceedings of the 31 st International Conference on Machine Learning, 2014, Beijing, China.

Vasisht, Deepak ; Damianou, Andreas ; Varma, Manik ; Kapoor, Ashish (2014) Active learning for sparse bayesian multilabel classification In: KDD '14: Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining, August 2014, New York NY United States.

Prabhu, Yashoteja ; Varma, Manik (2014) FastXML: a fast, accurate and stable tree-classifier for extreme multi-label learning In: KDD '14: Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining, August 2014, New York NY United States.

Jose, C. ; Goyal, P. ; Aggrwal, P. ; Varma, M. (2013) Local Deep Kernel Learning for Efficient Non-linear SVM Prediction In: Proceedings of the 30th International Conference on Machine Learning, 2013, Atlanta, Georgia, USA.

Agrawal, R. ; Gupta, A. ; Prabhu, Y. ; Varma, M. (2013) Multi-label learning with millions of labels: Recommending advertiser bid phrases for web pages In: Proceedings of the International World Wide Web Conference, Rio de Janeiro, Brazil.

Jain, A. ; Vishwanathan, S.V.N. ; Varma, M. (2012) SPG-GMKL: Generalized Multiple Kernel Learning with a Million Kernels In: Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining, August 12–16, 2012, Beijing, China.

Hariharan, B. ; Vishwanathan, S.V.N. ; Varma, M. (2012) Efficient Max-Margin Multi-Label Classification with Applications to Zero-Shot Learning Machine Learning, 88 (1). pp. 127-155. ISSN 0885-6125

Jain, Vidit ; Varma, Manik (2011) Learning to re-rank: query-dependent image re-ranking using click data In: WWW '11: Proceedings of the 20th international conference on World wide web, March 2011, Hyderabad, India.

Vishwanathan, S.V.N. ; Sun, Z. ; Theera-Ampornpunt, N. ; Varma, M. (2010) Multiple Kernel Learning and the SMO Algorithm In: Advances in Neural Information Processing Systems.

Hariharan, B. ; Zelnik-Manor, L. ; Vishwanathan, S.V.N. ; Varma, M. (2010) Large Scale Max-Margin Multi-Label Classification with Priors In: Proceedings of the International Conference on Machine Learning, 2010, Haifa, Israel.

Varma, M. ; Zisserman, A. (2009) A Statistical Approach To Material Classification Using Image Patch Exemplars IEEE Transactions on Pattern Analysis and Machine Intelligence, 31 (11). pp. 2032-2047. ISSN 0162-8828

Vedaldi, A. ; Gulshan, V. ; Varma, M. ; Zisserman, A. (2009) Multiple Kernels for Object Detection In: Proceedings of the International Conference on Computer Vision.

Varma, M. ; Babu, B.R. (2009) More Generality in Efficient Multiple Kernel Learning In: Proceedings of the International Conference on Machine Learning.

de Campos, T.E. ; Babu, B.R. ; Varma, M. (2009) Character recognition in natural images In: Proceedings of the International Conference on Computer Vision Theory and Applications, Lisbon, Portugal, Lisbon, Portugal.

Varma, M. ; Ray, D. (2007) Learning The Discriminative Power-Invariance Trade-Off In: Proceedings of the IEEE International Conference on Computer Vision, Rio de Janeiro, Brazil.

Varma, M. ; Garg, R. (2007) Locally Invariant Fractal Features for Statistical Texture Classification In: Proceedings of the IEEE International Conference on Computer Vision, Rio de Janeiro, Brazil.

Adabala, N. ; Varma, M. ; Toyama, K. (2007) Computer Aided Generation of Stylized Maps Computer Animation and Virtual Worlds, 18 (2). pp. 133-140. ISSN 1546-4261

Varma, M. ; Zisserman, A. (2005) A Statistical Approach to Texture Classification from Single Images International Journal of Computer Vision: Special Issue on Texture Analysis and Synthesis, 62 (1--2). pp. 61-81. ISSN 0920-5691

Varma, M. ; Zisserman, A. (2004) Unifying Statistical Texture Classification Frameworks Image and Vision Computing, 22 (14). pp. 1175-1183. ISSN 0262-8856

Varma, M. (2004) Statistical Approaches To Texture Classification PhD thesis, University of Oxford.

Varma, M. ; Zisserman, A. (2004) Estimating Illumination Direction from Textured Images In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 27 June-2 July 2004, Washington, DC, USA.

Varma, M. ; Zisserman, A. (2003) Texture Classification: Are Filter Banks Necessary? In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Madison, Wisconsin, 18-20 June 2003, Madison, WI, USA.

Varma, M. ; Zisserman, A. (2002) Statistical Approaches to Material Classification In: Proceedings of the Indian Conference on Computer Vision, Graphics and Image Processing, Ahmedabad, India.

Varma, M. ; Zisserman, A. (2002) Classifying materials from images: to cluster or not to cluster? In: Proceedings of the 2nd International Workshop on Texture Analysis and Synthesis, 2002, Copenhagen, Denmark.

Varma, M. ; Zisserman, A. (2002) Classifying Images of Materials: Achieving Viewpoint and Illumination Independence In: Proceedings of the 7th European Conference on Computer Vision, May 2002, Copenhagen, Denmark.

Varma, M. ; Varma, V.S. (1996) Computer Simulation of Evolution In: Proceedings of the GIREP-ICPE International Conference, Ljubljana, Slovenia.