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Classification

15,289 papers

Papers per year

Papers

Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation NIPS 2024
Implicit Optimization Bias of Next-token Prediction in Linear Models NIPS 2024
Out-Of-Distribution Detection with Diversification (Provably) NIPS 2024
ConMe: Rethinking Evaluation of Compositional Reasoning for Modern VLMs NIPS 2024
Detecting Brittle Decisions for Free: Leveraging Margin Consistency in Deep Robust Classifiers NIPS 2024
Retrieval-Retro: Retrieval-based Inorganic Retrosynthesis with Expert Knowledge NIPS 2024
What Matters in Graph Class Incremental Learning? An Information Preservation Perspective NIPS 2024
Multi-Instance Partial-Label Learning with Margin Adjustment NIPS 2024
ReactZyme: A Benchmark for Enzyme-Reaction Prediction NIPS 2024
Better by default: Strong pre-tuned MLPs and boosted trees on tabular data NIPS 2024
On Softmax Direct Preference Optimization for Recommendation NIPS 2024
Non-parametric classification via expand-and-sparsify representation NIPS 2024
Language Without Borders: A Dataset and Benchmark for Code-Switching Lip Reading NIPS 2024
Towards Human-AI Complementarity with Prediction Sets NIPS 2024
EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language Models NIPS 2024
DARNet: Dual Attention Refinement Network with Spatiotemporal Construction for Auditory Attention Detection NIPS 2024
Interpretable Mesomorphic Networks for Tabular Data NIPS 2024
$\epsilon$-Softmax: Approximating One-Hot Vectors for Mitigating Label Noise NIPS 2024
Stabilizing Linear Passive-Aggressive Online Learning with Weighted Reservoir Sampling NIPS 2024
Contextual Multinomial Logit Bandits with General Value Functions NIPS 2024
LLM-Check: Investigating Detection of Hallucinations in Large Language Models NIPS 2024
Improving robustness to corruptions with multiplicative weight perturbations NIPS 2024
Guiding Neural Collapse: Optimising Towards the Nearest Simplex Equiangular Tight Frame NIPS 2024
WeiPer: OOD Detection using Weight Perturbations of Class Projections NIPS 2024
AUC Maximization under Positive Distribution Shift NIPS 2024