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Blocking

Entity resolution (also known as entity matching, record linkage, or duplicate detection) is the task of finding records that refer to the same real-world entity across different data sources (e.g., data files, books, websites, and databases). (Source: Wikipedia)

Blocking is a crucial step in any entity resolution pipeline because a pair-wise comparison of all records across two data sources is infeasible. Blocking applies a computationally cheap method to generate a smaller set of candidate record pairs reducing the workload of the matcher. During matching a more expensive pair-wise matcher generates a final set of matching record pairs.

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Papers

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Showing 101–150 of 524 papers

TitleStatusHype
ML-CB: Machine Learning Canvas BlockCode0
Multi-Channel Deep Networks for Block-Based Image Compressive SensingCode0
System Identification with Biophysical Constraints: A Circuit Model of the Inner RetinaCode0
Learning to Customize Network Security RulesCode0
chemmodlab: A Cheminformatics Modeling Laboratory for Fitting and Assessing Machine Learning ModelsCode0
Classification of social media Toxic comments using Machine learning modelsCode0
Learning a Virtual Codec Based on Deep Convolutional Neural Network to Compress ImageCode0
Learning to Discriminate Perturbations for Blocking Adversarial Attacks in Text ClassificationCode0
CNN Injected Transformer for Image Exposure CorrectionCode0
Understanding and Counteracting Feature-Level Bias in Click-Through Rate PredictionCode0
BAARD: Blocking Adversarial Examples by Testing for Applicability, Reliability and DecidabilityCode0
How Useful is Intermittent, Asynchronous Expert Feedback for Bayesian Optimization?Code0
The dynamic interplay between in-context and in-weight learning in humans and neural networksCode0
Linking Cryptoasset Attribution Tags to Knowledge Graph Entities: An LLM-based ApproachCode0
From Neural Re-Ranking to Neural Ranking: Learning a Sparse Representation for Inverted IndexingCode0
Compression Artifacts Reduction by a Deep Convolutional NetworkCode0
Concentration inequality for U-statistics of order two for uniformly ergodic Markov chainsCode0
A Systematic Approach to Blocking Convolutional Neural NetworksCode0
Deep Learning Meets Teleconnections: Improving S2S Predictions for European Winter WeatherCode0
A Stochastic Approximation Approach for Efficient Decentralized Optimization on Random NetworksCode0
Evaluating Blocking Biases in Entity MatchingCode0
d-blink: Distributed End-to-End Bayesian Entity ResolutionCode0
Ethnicity sensitive author disambiguation using semi-supervised learningCode0
ExtremeWeather: A large-scale climate dataset for semi-supervised detection, localization, and understanding of extreme weather eventsCode0
Pushing the Limits of Extreme Weather: Constructing Extreme Heatwave Storylines with Differentiable Climate ModelsCode0
Effective Model of Loop Extrusion Predicts Chromosomal DomainsCode0
Efficient MPI-based Communication for GPU-Accelerated Dask ApplicationsCode0
DiffIM: Differentiable Influence Minimization with Surrogate Modeling and Continuous RelaxationCode0
DS-MLR: Exploiting Double Separability for Scaling up Distributed Multinomial Logistic RegressionCode0
Effective Tensor Completion via Element-wise Weighted Low-rank Tensor Train with Overlapping Ket AugmentationCode0
Cooperative Beamforming and RISs Association for Multi-RISs Aided Multi-Users MmWave MIMO Systems through Graph Neural Networks—0
Coalitions in Repeated Games—0
ConvCSNet: A Convolutional Compressive Sensing Framework Based on Deep Learning—0
Contextual Blocking Bandits—0
Autellix: An Efficient Serving Engine for LLM Agents as General Programs—0
A Logical Neural Network Structure With More Direct Mapping From Logical Relations—0
Contextual adversarial attack against aerial detection in the physical world—0
A Unified Deep Learning Architecture for Abuse Detection—0
Containerized Distributed Value-Based Multi-Agent Reinforcement Learning—0
Constrained Deployment Optimization in Integrated Access and Backhaul Networks—0
ALISE: Accelerating Large Language Model Serving with Speculative Scheduling—0
AdaFPP: Adapt-Focused Bi-Propagating Prototype Learning for Panoramic Activity Recognition—0
Consolidating Strategies for Countering Hate Speech Using Persuasive Dialogues—0
Competition-based Adaptive ReLU for Deep Neural Networks—0
Attention based Occlusion Removal for Hybrid Telepresence Systems—0
Combinatorial Blocking Bandits with Stochastic Delays—0
A Survey on Resilient Machine Learning—0
Collaborative Domain Blocking: Using federated NLP To Detect Malicious Domains—0
Astrocytic NMDA Receptors Modulate the Dynamics of Continuous Attractors—0
AI-empowered Channel Estimation for Block-based Active IRS-enhanced Hybrid-field IoT Network—0
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