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RashomonGB: Analyzing the Rashomon Effect and Mitigating Predictive Multiplicity in Gradient Boosting
Neural Information Processing Systems
The Rashomon effect is a mixed blessing in responsible machine learning.
Country:
- North America > United States (0.28)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- South America > Paraguay > Asunción > Asunción (0.04)
- (3 more...)
Genre:
- Research Report > Experimental Study (1.00)
- Research Report > New Finding (0.93)
Industry:
- Banking & Finance (1.00)
- Health & Medicine > Therapeutic Area (0.93)
- Law (0.67)
Technology:
- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Performance Analysis > Accuracy (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Ensemble Learning (1.00)
SampDetox: Black-box Backdoor Defense via Perturbation-based Sample Detoxification Y anxin Y ang
Neural Information Processing Systems
MLaaS are limited by their reliance on training samples or white-box model analysis, highlighting the need for a black-box backdoor purification method.
Industry:
- Information Technology > Security & Privacy (1.00)
- Transportation (0.70)
- Government (0.67)
Technology:
Country:
- Oceania > New Zealand (0.04)
- Asia > India (0.04)
- Asia > Bangladesh (0.04)
- (16 more...)
Industry:
- Government (0.68)
- Leisure & Entertainment (0.45)
- Health & Medicine (0.45)
Technology:
Country:
- Europe > Germany > Baden-Württemberg > Tübingen Region > Tübingen (0.04)
- Europe > Austria > Salzburg > Salzburg (0.04)
- North America > United States > California > Santa Clara County > Palo Alto (0.04)
Technology:
Country:
- North America > United States (0.14)
- North America > Haiti (0.14)
- Europe > Switzerland > Zürich > Zürich (0.14)
- (11 more...)
Genre:
- Research Report > New Finding (1.00)
- Research Report > Experimental Study (1.00)
Industry:
- Leisure & Entertainment > Sports > Soccer (1.00)
- Education (1.00)
- Media > Music (0.69)
- Information Technology (0.68)
Technology:
- Information Technology > Artificial Intelligence > Natural Language > Large Language Model (1.00)
- Information Technology > Artificial Intelligence > Natural Language > Chatbot (0.98)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.98)
- Information Technology > Communications > Social Media (0.93)
Country:
- North America > United States (0.14)
- North America > The Bahamas (0.04)
Technology:
Country:
- South America > Paraguay > Asunción > Asunción (0.04)
- Pacific Ocean > North Pacific Ocean > San Francisco Bay (0.04)
- Oceania > New Zealand (0.04)
- (9 more...)
Genre:
- Workflow (0.93)
- Research Report > Experimental Study (0.93)
Industry:
- Energy > Power Industry (0.68)
- Energy > Renewable > Solar (0.47)
Technology:
Country:
- North America > United States > California (0.14)
- North America > United States > Iowa (0.04)
- North America > United States > Illinois > Champaign County > Urbana (0.04)
- Europe > Middle East > Malta (0.04)
Technology:
Country:
- Europe > Romania > Sud - Muntenia Development Region > Giurgiu County > Giurgiu (0.04)
- Asia > China (0.04)
Genre:
- Research Report > New Finding (1.00)
- Research Report > Experimental Study (1.00)
Technology:
- Information Technology > Artificial Intelligence > Natural Language > Large Language Model (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.95)
- Information Technology > Artificial Intelligence > Vision (0.67)
- Information Technology > Artificial Intelligence > Representation & Reasoning (0.67)
An Autoencoder-Like Nonnegative Matrix Co-Factorization for Improved Student Cognitive Modeling Shenbao Y u
Neural Information Processing Systems
By exploiting students' response logs, SCM aims to predict their exercise
Country:
- North America > United States (0.14)
- Asia > China > Jiangxi Province (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- (4 more...)
Industry:
- Information Technology (0.93)
- Education > Educational Setting > K-12 Education (0.67)
- Education > Educational Setting > Online (0.46)
Technology:
- Information Technology > Data Science > Data Mining (1.00)
- Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning (0.92)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.46)