supervised learning

434 papers

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SL

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text classification (6776) neural network (6616) representation learning (6174) large language model (12755) reinforcement learning (4122) sentiment analysis (2079) contrastive learning (3979) feature learning (1309) kernel methods (1096) natural language processing (2027)

Papers

MaskAnyNet: Rethinking Masked Image Regions as Valuable Information in Supervised Learning AAAI 2026

An MRP Formulation for Supervised Learning: Generalized Temporal Difference Learning Models (Abstract Reprint) AAAI 2026

LLM-Free Image Captioning Evaluation in Reference-Flexible Settings AAAI 2026

Optimizing Urban Service Allocation with Time-Constrained Restless Bandits AAAI 2026

Analysis of Automated Document Relevance Annotation for Information Retrieval in Oil and Gas Industry EMNLP 2025

A Head to Predict and a Head to Question: Pre-trained Uncertainty Quantification Heads for Hallucination Detection in LLM Outputs EMNLP 2025

Masking meets Supervision: A Strong Learning Alliance CVPR 2025

VMWE identification with models trained on GUD (a UDv.2 treebank of Standard Modern Greek) NAACL 2025

Span Labeling with Large Language Models: Shell vs. Meat ACL 2025

Exploring Supervised Approaches to the Detection of Anthropomorphic Language in the Reporting of NLP Venues ACL 2025

Supervised Exploratory Learning for Long-Tailed Visual Recognition ICCV 2025

PanicToCalm: A Proactive Counseling Agent for Panic Attacks EMNLP 2025

Distribution-Consistency-Guided Multi-modal Hashing AAAI 2025

Archaeology at BEA 2025 Shared Task: Are Simple Baselines Good Enough? ACL 2025

RED-CT: A Systems Design Methodology for Using LLM-labeled Data to Train and Deploy Edge Linguistic Classifiers COLING 2025

Supervised Score-Based Modeling by Gradient Boosting AAAI 2025

GT-Mean Loss: A Simple Yet Effective Solution for Brightness Mismatch in Low-Light Image Enhancement ICCV 2025

Geometry and Stability of Supervised Learning Problems JMLR 2025

Self-State Evidence Extraction and Well-Being Prediction from Social Media Timelines NAACL 2025

A Hybrid LLM and Supervised Model Pipeline for Polymer Property Extraction from Tables in Scientific Literature IJCNLP 2025

Linking Industry Sectors and Financial Statements: A Hybrid Approach for Company Classification AAAI 2025

SIDL: A Real-World Dataset for Restoring Smartphone Images with Dirty Lenses AAAI 2025

Supervised Learning with Evolving Tasks and Performance Guarantees JMLR 2025

Enhancing Training Data Quality through Influence Scores for Generalizable Classification: A Case Study on Sexism Detection IJCNLP 2025

Facilitating Long Context Understanding via Supervised Chain-of-Thought Reasoning EMNLP 2025