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05/04/2023
Adaptive Selection of Anchor Items for CUR-based k-NN search with Cross-Encoders
Cross-encoder models, which jointly encode and score a query-item pair, ...
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01/10/2023
CDA: Contrastive-adversarial Domain Adaptation
Recent advances in domain adaptation reveal that adversarial learning on...
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10/23/2022
Efficient Nearest Neighbor Search for Cross-Encoder Models using Matrix Factorization
Efficient k-nearest neighbor search is a fundamental task, foundational ...
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06/24/2022
Robustness of Explanation Methods for NLP Models
Explanation methods have emerged as an important tool to highlight the f...
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02/17/2022
Deep Transfer Learning on Satellite Imagery Improves Air Quality Estimates in Developing Nations
Urban air pollution is a public health challenge in low- and middle-inco...
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03/11/2021
Stochastic Package Queries in Probabilistic Databases
We provide methods for in-database support of decision making under unce...
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12/09/2020
Session-Aware Query Auto-completion using Extreme Multi-label Ranking
Query auto-completion is a fundamental feature in search engines where t...
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10/21/2020
Clustering-based Inference for Zero-Shot Biomedical Entity Linking
Due to large number of entities in biomedical knowledge bases, only a sm...
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08/12/2020
Machine Learning for Robust Identification of Complex Nonlinear Dynamical Systems: Applications to Earth Systems Modeling
Systems exhibiting nonlinear dynamics, including but not limited to chao...
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06/19/2019
Supervised Hierarchical Clustering with Exponential Linkage
In supervised clustering, standard techniques for learning a pairwise di...
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01/19/2019
Dynamic Partition Bloom Filters: A Bounded False Positive Solution For Dynamic Set Membership (Extended Abstract)
Dynamic Bloom filters (DBF) were proposed by Guo et. al. in 2010 to tack...
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11/19/2018