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Supervised Learning

988 directly classified papers

Papers per year

Papers

Improving Accuracy of Low-resource ASR using Rule-Based Character Constituency Loss (RBCCL) COLING 2025
Joint Asymmetric Loss for Learning with Noisy Labels ICCV 2025
Anak Baik: A Low-Cost Approach to Curate Indonesian Ethical and Unethical Instructions COLING 2025
GRAIT: Gradient-Driven Refusal-Aware Instruction Tuning for Effective Hallucination Mitigation NAACL 2025
CIC-NLP at GenAI Detection Task 1: Advancing Multilingual Machine-Generated Text Detection COLING 2025
Enhancing Training Data Quality through Influence Scores for Generalizable Classification: A Case Study on Sexism Detection IJCNLP 2025
InnovateX@DravidianLangTech 2025: Detecting AI-Generated Product Reviews in Dravidian Languages NAACL 2025
Does Machine Translation Impact Offensive Language Identification? The Case of Indo-Aryan Languages COLING 2025
Stop Jostling: Adaptive Negative Sampling Reduces the Marginalization of Low-Resource Language Tokens by Cross-Entropy Loss COLING 2025
Code_Conquerors@DravidianLangTech 2025: Multimodal Misogyny Detection in Dravidian Languages Using Vision Transformer and BERT NAACL 2025
TeamVision@DravidianLangTech 2025: Detecting AI generated product reviews in Dravidian Languages NAACL 2025
Learn2Synth: Learning Optimal Data Synthesis Using Hypergradients for Brain Image Segmentation ICCV 2025
Improving Reward Models with Synthetic Critiques NAACL 2025
How Your Location Relates to Health: Variable Importance and Interpretable Machine Learning for Environmental and Sociodemographic Data AAAI 2025
HELVIPAD: A Real-World Dataset for Omnidirectional Stereo Depth Estimation CVPR 2025
DLU: Dictionary Look-Up Data and Prediction ACL 2025
Harmonizing Annotation of Turkic Postverbial Constructions: A Comparative Study of UD Treebanks COLING 2025
A Comprehensive Survey of Contemporary Arabic Sentiment Analysis: Methods, Challenges, and Future Directions NAACL 2025
MNLP@DravidianLangTech 2025: Transformers vs. Traditional Machine Learning: Analyzing Sentiment in Tamil Social Media Posts NAACL 2025
PDC & DM-SFT: A Road for LLM SQL Bug-Fix Enhancing COLING 2025
EAT: Towards Long-Tailed Out-of-Distribution Detection AAAI 2024
Robust Loss Functions for Training Decision Trees with Noisy Labels AAAI 2024
Foundations of Autonomous Vehicles: A Curriculum Model for Developing Competencies in Artificial Intelligence and the Internet of Things for Grades 7–10 AAAI 2024
Efficient Online Crowdsourcing with Complex Annotations AAAI 2024
DeRDaVa: Deletion-Robust Data Valuation for Machine Learning AAAI 2024