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Nearly Tight Black-Box Auditing of Differentially Private Machine Learning
This paper presents an auditing procedure for the Differentially Private Stochastic Gradient Descent (DP-SGD) algorithm in the black-box threat model that is substantially tighter than prior work.
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Industry:
- Information Technology > Security & Privacy (0.93)
- Transportation > Air (0.63)
Technology:
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.93)
- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning (0.87)
- Information Technology > Artificial Intelligence > Machine Learning > Performance Analysis > Accuracy (0.68)
CONTRAST: Continual Multi-source Adaptation to Dynamic Distributions
Adapting to dynamic data distributions is a practical yet challenging task.
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- Research Report > New Finding (1.00)
- Research Report > Experimental Study (1.00)
Industry: Government > Regional Government > North America Government > United States Government (0.46)
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- Information Technology > Artificial Intelligence > Vision (1.00)
- Information Technology > Sensing and Signal Processing > Image Processing (0.68)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.67)
- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning (0.46)
SMF_NeurIPS_2023-6
Our framework applies to a wide range of SMF-type problems for multi-class classification with auxiliary features.
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- Europe > United Kingdom > England > Oxfordshire > Oxford (0.04)
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- Health & Medicine > Therapeutic Area > Oncology (1.00)
- Health & Medicine > Pharmaceuticals & Biotechnology (1.00)
Technology:
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning > Regression (0.70)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.68)
Criminals are using Zillow to plan break-ins. Here's how to remove your home in 10 minutes.
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- Media > News (1.00)
- Health & Medicine > Therapeutic Area > Psychiatry/Psychology (0.31)
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- Information Technology > Communications > Social Media (1.00)
- Information Technology > Security & Privacy (0.95)
- Information Technology > Artificial Intelligence > Robots (0.70)
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- North America > United States > California > Riverside County > Riverside (0.04)
- Europe > United Kingdom > England (0.04)
- Europe > Portugal > Coimbra > Coimbra (0.04)
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- Asia > China > Guangdong Province > Shenzhen (0.04)
- Africa > Zimbabwe (0.04)
- North America > United States > California > Riverside County > Riverside (0.04)
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- Research Report > Experimental Study (0.93)
- Research Report > New Finding (0.67)
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- Leisure & Entertainment > Games (1.00)
- Information Technology (0.92)
- Energy (0.67)
Technology:
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- North America > United States > Minnesota > Hennepin County > Minneapolis (0.14)
- North America > United States > Texas > Travis County > Austin (0.04)
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- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (1.00)
- Information Technology > Artificial Intelligence > Natural Language > Large Language Model (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning (1.00)
- (2 more...)
Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.47)
GAMA: GenerativeAdversarialMulti-Object SceneAttacks
On the other hand, natural scenes include multiple dominant objects that are semantically related.
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- North America > United States > California > Riverside County > Riverside (0.04)
- Asia (0.04)
Technology:
Y our Diffusion Model is Secretly a Noise Classifier and Benefits from Contrastive Training
Diffusion models learn to denoise data and the trained denoiser is then used to generate new samples from the data distribution.
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- North America > United States > Pennsylvania > Allegheny County > Pittsburgh (0.04)
- North America > United States > California > Riverside County > Riverside (0.04)
- North America > Canada > Ontario > Toronto (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
Technology: