GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning Feb 15, 2021 Few-Shot Learning Gaussian Processes
Code Code Available 15 Training Uncertainty-Aware Classifiers with Conformalized Deep Learning May 12, 2022 Conformal Prediction Deep Learning
Code Code Available 15 Does your model understand genes? A benchmark of gene properties for biological and text models Dec 5, 2024 Benchmarking Multi-class Classification
Code Code Available 15 Evidential Deep Learning to Quantify Classification Uncertainty Jun 5, 2018 Deep Learning General Classification
Code Code Available 15 Dual-Objective Fine-Tuning of BERT for Entity Matching Jun 1, 2021 Data Integration Entity Resolution
Code Code Available 15 Unsupervised Face Recognition using Unlabeled Synthetic Data Nov 14, 2022 Face Recognition Multi-class Classification
Code Code Available 15 A Deep Neural Network for SSVEP-based Brain-Computer Interfaces Nov 17, 2020 Brain Computer Interface EEG
Code Code Available 15 Efficient Set-Valued Prediction in Multi-Class Classification Jun 19, 2019 Classification General Classification
Code Code Available 15 WDC Products: A Multi-Dimensional Entity Matching Benchmark Jan 23, 2023 Contrastive Learning Data Integration
Code Code Available 15 What Makes Graph Neural Networks Miscalibrated? Oct 12, 2022 Diversity Graph Attention
Code Code Available 15 Emoji Prediction from Twitter Data using Deep Learning Approach Oct 4, 2021 Deep Learning Multi-class Classification
Code Code Available 15 Enabling Mixed Effects Neural Networks for Diverse, Clustered Data Using Monte Carlo Methods Jul 1, 2024 Clustering Multi-class Classification
Code Code Available 15 Event-Event Relation Extraction using Probabilistic Box Embedding May 1, 2022 Event Relation Extraction Multi-class Classification
Code Code Available 15 Explainable Causal Analysis of Mental Health on Social Media Data Oct 16, 2022 Multi-class Classification
Code Code Available 15 Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction? Dec 21, 2022 Multi-class Classification Natural Language Inference
Code Code Available 15 Enumerating the k-fold configurations in multi-class classification problems Jan 24, 2024 Binary Classification Multi-class Classification
Code Code Available 15 Automated detection of COVID-19 cases using deep neural networks with X-ray images Apr 28, 2020 Binary Classification COVID-19 Diagnosis
Code Code Available 15 Fast ABC-Boost: A Unified Framework for Selecting the Base Class in Multi-Class Classification May 22, 2022 Computational Efficiency Multi-class Classification
Code Code Available 15 Exploiting Class Activation Value for Partial-Label Learning Sep 29, 2021 Multi-class Classification Partial Label Learning
Code Code Available 15 FinTagging: An LLM-ready Benchmark for Extracting and Structuring Financial Information May 27, 2025 Concept Alignment Multi-class Classification
Code Code Available 15 GraphHop: An Enhanced Label Propagation Method for Node Classification Jan 7, 2021 Classification General Classification
Code Code Available 15 HDLTex: Hierarchical Deep Learning for Text Classification Sep 24, 2017 Classification Deep Learning
Code Code Available 15 A Novel Approach for detecting Normal, COVID-19 and Pneumonia patient using only binary classifications from chest CT-Scans Mar 28, 2022 COVID-19 Diagnosis Diagnostic
Code Code Available 15 A Fully Hyperbolic Neural Model for Hierarchical Multi-Class Classification Oct 5, 2020 Classification Entity Typing
Code Code Available 15 Can multi-label classification networks know what they don't know? Sep 29, 2021 Classification Multi-class Classification
Code Code Available 15 Inductive Conformal Prediction: A Straightforward Introduction with Examples in Python Jun 23, 2022 Conformal Prediction Multi-class Classification
Code Code Available 15 Invariant-Feature Subspace Recovery: A New Class of Provable Domain Generalization Algorithms Nov 2, 2023 Binary Classification Domain Generalization
Code Code Available 15 IoTDevID: A Behavior-Based Device Identification Method for the IoT Feb 17, 2021 Data Augmentation feature selection
Code Code Available 15 CIGAN: A Python Package for Handling Class Imbalance using Generative Adversarial Networks Aug 4, 2022 Multi-class Classification
Code Code Available 15 Clinical Relation Extraction Using Transformer-based Models Jul 19, 2021 Binary Classification Classification
Code Code Available 15 One-Class Risk Estimation for One-Class Hyperspectral Image Classification Oct 27, 2022 Classification Deep Learning
Code Code Available 15 Co-attention network with label embedding for text classification Nov 4, 2021 Classification Multi-class Classification
Code Code Available 15 Multidimensional Uncertainty-Aware Evidential Neural Networks Dec 26, 2020 Generative Adversarial Network Multi-class Classification
Code Code Available 15 Multi-label Node Classification On Graph-Structured Data Apr 20, 2023 Classification Multi-class Classification
Code Code Available 15 A Practioner's Guide to Evaluating Entity Resolution Results Sep 14, 2015 Clustering Entity Resolution
Code Code Available 15 MVMTnet: A Multi-variate Multi-modal Transformer for Multi-class Classification of Cardiac Irregularities Using ECG Waveforms and Clinical Notes Feb 21, 2023 Binary Classification Classification
Code Code Available 15 Self-supervised Spatial Reasoning on Multi-View Line Drawings Apr 27, 2021 Binary Classification Contrastive Learning
Code Code Available 15 Open-Ended Medical Visual Question Answering Through Prefix Tuning of Language Models Mar 10, 2023 Language Modeling Language Modelling
Code Code Available 15 Constrained Optimization to Train Neural Networks on Critical and Under-Represented Classes Feb 21, 2021 Binary Classification Multi-class Classification
Code Code Available 15 PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Oct 12, 2020 Anomaly Detection Anomaly Segmentation
Code Code Available 15 SFace: Privacy-friendly and Accurate Face Recognition using Synthetic Data Jun 21, 2022 Face Recognition Generative Adversarial Network
Code Code Available 15 COVID-CXNet: Detecting COVID-19 in Frontal Chest X-ray Images using Deep Learning Jun 16, 2020 Decision Making Image Classification
Code Code Available 15 Spatio-Temporal EEG Representation Learning on Riemannian Manifold and Euclidean Space Aug 19, 2020 Binary Classification Decision Making
Code Code Available 15 ArtiFact: A Large-Scale Dataset with Artificial and Factual Images for Generalizable and Robust Synthetic Image Detection Feb 23, 2023 Image Generation Multi-class Classification
Code Code Available 15 A data-centric approach for assessing progress of Graph Neural Networks Jun 18, 2024 Classification Multi-class Classification
Code Code Available 15 Detecting Spam Reviews on Vietnamese E-commerce Websites Jul 27, 2022 Binary Classification Multi-class Classification
Code Code Available 15 Emulating Spatio-Temporal Realizations of Three-Dimensional Isotropic Turbulence via Deep Sequence Learning Models Dec 7, 2021 Dimensionality Reduction Multi-class Classification
Code Code Available 05 Efficient Machine Learning Ensemble Methods for Detecting Gravitational Wave Glitches in LIGO Time Series Nov 2, 2023 Deep Learning Multi-class Classification
Code Code Available 05 Characterizing Data Point Vulnerability via Average-Case Robustness Jul 26, 2023 Adversarial Robustness Multi-class Classification
Code Code Available 05 Efficient Robust Optimal Transport with Application to Multi-Label Classification Oct 22, 2020 Multi-class Classification Multi-Label Classification
Code Code Available 05