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Classification

15,289 papers

Papers per year

Papers

Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings NIPS 2024
Towards Accurate and Fair Cognitive Diagnosis via Monotonic Data Augmentation NIPS 2024
Similarity-Navigated Conformal Prediction for Graph Neural Networks NIPS 2024
Active Learning of General Halfspaces: Label Queries vs Membership Queries NIPS 2024
Newswire: A Large-Scale Structured Database of a Century of Historical News NIPS 2024
Contextual Active Model Selection NIPS 2024
EMGBench: Benchmarking Out-of-Distribution Generalization and Adaptation for Electromyography NIPS 2024
Selective Generation for Controllable Language Models NIPS 2024
Noisy Ostracods: A Fine-Grained, Imbalanced Real-World Dataset for Benchmarking Robust Machine Learning and Label Correction Methods NIPS 2024
dopanim: A Dataset of Doppelganger Animals with Noisy Annotations from Multiple Humans NIPS 2024
In Pursuit of Causal Label Correlations for Multi-label Image Recognition NIPS 2024
Active Classification with Few Queries under Misspecification NIPS 2024
Rejection via Learning Density Ratios NIPS 2024
The Many Faces of Optimal Weak-to-Strong Learning NIPS 2024
DALD: Improving Logits-based Detector without Logits from Black-box LLMs NIPS 2024
UAV3D: A Large-scale 3D Perception Benchmark for Unmanned Aerial Vehicles NIPS 2024
Selective Explanations NIPS 2024
Online Classification with Predictions NIPS 2024
A Metalearned Neural Circuit for Nonparametric Bayesian Inference NIPS 2024
Forgetting, Ignorance or Myopia: Revisiting Key Challenges in Online Continual Learning NIPS 2024
SubjECTive-QA: Measuring Subjectivity in Earnings Call Transcripts' QA Through Six-Dimensional Feature Analysis NIPS 2024
RMLR: Extending Multinomial Logistic Regression into General Geometries NIPS 2024
Multiclass Transductive Online Learning NIPS 2024
Online Consistency of the Nearest Neighbor Rule NIPS 2024
Constrained Binary Decision Making NIPS 2024