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Multi-Class Classification

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Papers

CNC: Cross-modal Normality Constraint for Unsupervised Multi-class Anomaly Detection AAAI 2025

Building a Long Text Privacy Policy Corpus with Multi-Class Labels ACL 2025

Déjà Vu? Decoding Repeated Reading from Eye Movements ACL 2025

Inferring from Logits: Exploring Best Practices for Decoding-Free Generative Candidate Selection ACL 2025

Howard University - AI4PC at SemEval-2025 Task 3: Logit-based Supervised Token Classification for Multilingual Hallucination Span Identification Using XGBOD ACL 2025

BullyBench: Youth & Experts-in-the-loop Framework for Intrinsic and Extrinsic Cyberbullying NLP Benchmarking EMNLP 2025

Overview of the Shared Task on Sentiment Analysis in Tamil and Tulu NAACL 2025

Multiclass Transductive Online Learning NIPS 2024

Fast Rates for Bandit PAC Multiclass Classification NIPS 2024

Error Correction Output Codes for Robust Neural Networks against Weight-errors: A Neural Tangent Kernel Point of View NIPS 2024

Out-of-Distribution Detection in Long-Tailed Recognition with Calibrated Outlier Class Learning AAAI 2024

Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention AISTATS 2024

Regimes of No Gain in Multi-class Active Learning JMLR 2024

Fairness guarantees in multi-class classification with demographic parity JMLR 2024

Relative Entropic Optimal Transport: a (Prior-aware) Matching Perspective to (Unbalanced) Classification NIPS 2023

Stability of Random Forests and Coverage of Random-Forest Prediction Intervals NIPS 2023

Demystifying the Optimal Performance of Multi-Class Classification NIPS 2023

Scalable Optimal Multiway-Split Decision Trees with Constraints AAAI 2023

FedABC: Targeting Fair Competition in Personalized Federated Learning AAAI 2023

Event Process Typing via Hierarchical Optimal Transport AAAI 2023

Learning Optimal Group-structured Individualized Treatment Rules with Many Treatments JMLR 2023

Set-valued Classification with Out-of-distribution Detection for Many Classes JMLR 2023

Scalable design of Error-Correcting Output Codes using Discrete Optimization with Graph Coloring NIPS 2022

Active Learning of Classifiers with Label and Seed Queries NIPS 2022

DeepType 2: Superhuman Entity Linking, All You Need Is Type Interactions AAAI 2022