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Application Areas

31,658 papers (3 classified directly here)

Subtopics

Domain Adaptation (8,962) Efficient Computing (6,898) Data Augmentation (3,720) Fairness (3,511) Knowledge Distillation (3,086) Privacy (2,847) Domain Generalization (1,834) Model Compression (1,718) Risk Management (1,064) Model Merging (558) Recommender Systems (315) Information Retrieval (244) Text Classification (139) Text Processing (5)

Papers per year

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Papers (including subtopics)

Federated Heavy Hitters Discovery with Differential Privacy AISTATS 2020
Wasserstein Smoothing: Certified Robustness against Wasserstein Adversarial Attacks AISTATS 2020
Budget Learning via Bracketing AISTATS 2020
Fair Correlation Clustering AISTATS 2020
Automatic Differentiation of Sketched Regression AISTATS 2020
Auditing ML Models for Individual Bias and Unfairness AISTATS 2020
Privately Answering Classification Queries in the Agnostic PAC Model ALT 2020
Efficient Private Algorithms for Learning Large-Margin Halfspaces ALT 2020
Weighed Domain-Invariant Representation Learning for Cross-domain Sentiment Analysis COLING 2020
Improving Sentiment Analysis over non-English Tweets using Multilingual Transformers and Automatic Translation for Data-Augmentation COLING 2020
A Representation Learning Approach to Animal Biodiversity Conservation COLING 2020
Multimodal Review Generation with Privacy and Fairness Awareness COLING 2020
SentiX: A Sentiment-Aware Pre-Trained Model for Cross-Domain Sentiment Analysis COLING 2020
Arabizi Language Models for Sentiment Analysis COLING 2020
Named Entity Recognition for Chinese biomedical patents COLING 2020
A Joint Learning Approach based on Self-Distillation for Keyphrase Extraction from Scientific Documents COLING 2020
Enhancing Clinical BERT Embedding using a Biomedical Knowledge Base COLING 2020
Attention Transfer Network for Aspect-level Sentiment Classification COLING 2020
Automated Prediction of Examinee Proficiency from Short-Answer Questions COLING 2020
Multimodal Topic-Enriched Auxiliary Learning for Depression Detection COLING 2020
Tiny Word Embeddings Using Globally Informed Reconstruction COLING 2020
Word Embedding Binarization with Semantic Information Preservation COLING 2020
Harnessing Cross-lingual Features to Improve Cognate Detection for Low-resource Languages COLING 2020
Contextual Argument Component Classification for Class Discussions COLING 2020
KnowDis: Knowledge Enhanced Data Augmentation for Event Causality Detection via Distant Supervision COLING 2020