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Classification

15,289 papers

Papers per year

Papers

Length Optimization in Conformal Prediction NIPS 2024
OwMatch: Conditional Self-Labeling with Consistency for Open-World Semi-Supervised Learning NIPS 2024
Sample-Efficient Agnostic Boosting NIPS 2024
Prototypical Hash Encoding for On-the-Fly Fine-Grained Category Discovery NIPS 2024
Strategic Littlestone Dimension: Improved Bounds on Online Strategic Classification NIPS 2024
Trading off Consistency and Dimensionality of Convex Surrogates for Multiclass Classification NIPS 2024
Saliency-driven Experience Replay for Continual Learning NIPS 2024
Improving Visual Prompt Tuning by Gaussian Neighborhood Minimization for Long-Tailed Visual Recognition NIPS 2024
NovoBench: Benchmarking Deep Learning-based \emph{De Novo} Sequencing Methods in Proteomics NIPS 2024
Generalization Analysis for Label-Specific Representation Learning NIPS 2024
Tight Bounds for Learning RUMs from Small Slates NIPS 2024
Neuronal Competition Groups with Supervised STDP for Spike-Based Classification NIPS 2024
CoSW: Conditional Sample Weighting for Smoke Segmentation with Label Noise NIPS 2024
The Elephant in the Room: Towards A Reliable Time-Series Anomaly Detection Benchmark NIPS 2024
Conformal Classification with Equalized Coverage for Adaptively Selected Groups NIPS 2024
Nearly Minimax Optimal Regret for Multinomial Logistic Bandit NIPS 2024
Rethinking Out-of-Distribution Detection on Imbalanced Data Distribution NIPS 2024
Con4m: Context-aware Consistency Learning Framework for Segmented Time Series Classification NIPS 2024
Hierarchical Selective Classification NIPS 2024
Bayesian Strategic Classification NIPS 2024
SRFUND: A Multi-Granularity Hierarchical Structure Reconstruction Benchmark in Form Understanding NIPS 2024
Information-theoretic Limits of Online Classification with Noisy Labels NIPS 2024
Implicit Bias of Mirror Flow on Separable Data NIPS 2024
Value Imprint: A Technique for Auditing the Human Values Embedded in RLHF Datasets NIPS 2024
Learning to Solve Quadratic Unconstrained Binary Optimization in a Classification Way NIPS 2024