Suri, A., Kanani, P., Marathe, V. J., Peterson, D. "Subject Membership Inference Attacks in Federated Learning", Under Review arxiv |
Marathe, V. J., Kanani, P. "Subject Granular Differential Privacy in Federated Learning", CCS 2021 Workshop on Privacy Preserving Machine Learning (PPML) pdf |
Kanani, P., Marathe, V. J., Peterson, D., Harpaz, R., Bright, S. "Private Cross-Silo Federated Learning for Extracting Vaccine Adverse Event Mentions", ECML-PKDD 2021 Workshop on Machine Learning for Pharma and Healthcare Applications pdf . Also appeared as an extended abstract in ICLR 2021 Workshop on AI for Public Health pdf poster |
Peterson, D., Kanani, P., Marathe, V. J. "Private Federated Learning with Domain Adaptation", NeurIPS 2019 Workshop on Federated Learning for Data Privacy and Confidentiality (Winner of Distinguished Paper Award) pdf |
Tristan, J.-B., Panda, S., Mahmoudian, H., Kanani, P., Wick, M., “Using Bayes Factors to Control for Fairness A Case Study on Learning to Rank”, NeurIPS 2019 Workshop on Robust AI in Financial Services: Data, Fairness, Explainability, Trustworthiness and Privacy pdf |
Deitz et al. "Report on the First HIPstIR Workshop on the Future of Information Retrieval", SIGIR pdf |
Wick, M., Kanani, P., Pocock, A. “Minimally Constrained Multilingual Word Embeddings via Artificial Code Switching”, AAAI 2016, also in NIPS Workshop on Multi-Task and Transfer Learning 2016 pdf |
Kanani, P., Wick, M., Pocock, A. “Attribute Extraction from Noisy Text Using Character-based Sequence Tagging Models”, NIPS Workshop on Machine Learning for e-Commerce 2016 pdf |
Kanani, P. "Resource-bounded Information Acquisition and Learning", PhD Thesis 2012, University of Massachusetts Amherst pdf |
Kanani, P. and McCallum, A. "Selecting Actions for Resource-bounded Information Extraction using Reinforcement Learning", In Proceedings WSDM 2012, Seattle, WA. pdf |
Kanani, P. and McCallum, A. "Learning to Select Actions for Resource-bounded Information Extraction". UMass TechReport UM-CS-2011-042, 2011. pdf |
Svore, K., Kanani, P., and Khan, N., "How good is a span of terms? Exploiting proximity to improve web retrieval", Proceedings of the 33rd ACM SIGIR'10, pp. 154-161. pdf |
Kanani, P., McCallum, A. and Hu, S., "Resource-bounded Information Extraction: Acquiring Missing Feature Values On Demand", Proceedings of the 14th PAKDD, Hyderabad, India, June 21-24, 2010. (Winner of Best Student Paper Runner Up Award) . Also appeared as a poster in NESCAI 2010. pdf |
Kanani, P., McCallum, A., and Sitaraman, R., "Towards Theoretical Bounds for Resource-bounded Information Gathering for Correlation Clustering", UMass TechReport UM-CS-2009-027 pdf |
Kanani, P. and Melville, P., "Prediction-time Active Feature-value Acquisition for Customer Targeting", NIPS 2008 Workshop on Cost Sensitive Learning. pdf |
Kanani, P. and McCallum, A., "Efficient Strategies for Improving Partitioning-Based Author Coreference by Incorporating Web Pages as Graph Nodes" Proceedings of the Workshop on Information Integration on the Web (IIWEB 07), pp. 38-43. Also appeared as a poster in NESCAI 2007. pdf |
Culotta, A., Kanani, P., Hall, R., Wick, M. and McCallum, A., "Author Disambiguation using Error-driven Machine Learning with a Ranking Loss Function" a workshop at the Sixth International Workshop on Information Integration on the Web (IIWeb-07), Vancouver, Canada. pdf |
Kanani, P. and McCallum, A., "Resource-bounded Information Gathering for Correlation Clustering" in the Proceedings of Computational Learning Theory 07, Open Problems Track, COLT 2007, LNAI 4539, pp. 625-627, 2007. pdf |
Kanani, P., McCallum, A. and Pal, C., "Improving Author Coreference by Resource-bounded Information Gathering from the Web" in the Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI 07), pp. 429-434, 2007. pdf |
Young, J.W., Webster, T., Adolph, K. E., Robinson, S. R., & Kanani, P. "The effects of sampling frequency on developmental trajectories". International Society for Developmental Psychobiology, New Orleans, LA, 2003 |
Biu, O., Young, J. W., Pethkongkathon, J., Kanani, P., & Adolph, K. E. "A microgenetic analysis of the trajectory of motor development". Society for Research in Child Development, Tampa, FL, 2003 |
Young, J.W., Biu, O., Pethkongkathon, J., Kanani, P., & Adolph, K.E., "Continuity and discontinuity in motor skill acquisition". International Society for Developmental Psychobiology, Orlando, FL, 2002 |