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Classification

15,289 papers

Papers per year

Papers

Towards Heterogeneous Long-tailed Learning: Benchmarking, Metrics, and Toolbox NIPS 2024
Realizable $H$-Consistent and Bayes-Consistent Loss Functions for Learning to Defer NIPS 2024
Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees NIPS 2024
UMB: Understanding Model Behavior for Open-World Object Detection NIPS 2024
SwitchHead: Accelerating Transformers with Mixture-of-Experts Attention NIPS 2024
Stochastic Kernel Regularisation Improves Generalisation in Deep Kernel Machines NIPS 2024
Fast Rates for Bandit PAC Multiclass Classification NIPS 2024
NanoBaseLib: A Multi-Task Benchmark Dataset for Nanopore Sequencing NIPS 2024
Testing Semantic Importance via Betting NIPS 2024
Sm: enhanced localization in Multiple Instance Learning for medical imaging classification NIPS 2024
Confidence Calibration of Classifiers with Many Classes NIPS 2024
TabularBench: Benchmarking Adversarial Robustness for Tabular Deep Learning in Real-world Use-cases NIPS 2024
Dendritic Integration Inspired Artificial Neural Networks Capture Data Correlation NIPS 2024
Explaining Datasets in Words: Statistical Models with Natural Language Parameters NIPS 2024
Learning with Fitzpatrick Losses NIPS 2024
Credal Deep Ensembles for Uncertainty Quantification NIPS 2024
A Boosting-Type Convergence Result for AdaBoost.MH with Factorized Multi-Class Classifiers NIPS 2024
Graph Neural Networks Need Cluster-Normalize-Activate Modules NIPS 2024
Revive Re-weighting in Imbalanced Learning by Density Ratio Estimation NIPS 2024
AutoPSV: Automated Process-Supervised Verifier NIPS 2024
The Implicit Bias of Gradient Descent on Separable Multiclass Data NIPS 2024
One-Layer Transformer Provably Learns One-Nearest Neighbor In Context NIPS 2024
Error Correction Output Codes for Robust Neural Networks against Weight-errors: A Neural Tangent Kernel Point of View NIPS 2024
Learning from Noisy Labels via Conditional Distributionally Robust Optimization NIPS 2024
REDUCR: Robust Data Downsampling using Class Priority Reweighting NIPS 2024