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Neural Information Processing SystemsFeb-11-2026, 10:16:06 GMT
In model inversion attacks (MIAs), adversaries attempt to recover the private training data by exploiting access to a well-trained target model.
Neural Information Processing SystemsFeb-11-2026, 10:15:42 GMT
However,most measures overlook the fact that the distributions are not the endproduct oflearning, butare the input of adownstream predictor.
Neural Information Processing SystemsFeb-11-2026, 10:15:06 GMT
However, training and sampling from EBMs continue to pose significant challenges.
Neural Information Processing SystemsFeb-11-2026, 10:07:08 GMT
Neural Information Processing SystemsFeb-11-2026, 10:06:57 GMT
Neural Information Processing SystemsFeb-11-2026, 10:06:32 GMT
Neural Information Processing SystemsFeb-11-2026, 10:06:28 GMT
Suhas Jayaram Subramanya, Fnu Devvrit, Harsha Vardhan Simhadri, Ravishankar Krishnawamy, Rohan Kadekodi
Neural Information Processing SystemsFeb-11-2026, 10:06:17 GMT
Neural Information Processing Systems http://nips.cc/
Neural Information Processing SystemsFeb-11-2026, 10:05:58 GMT
Recently, large language models (LLMs) ( e.g., GPT -3 and ChatGPT) have shown remarkable zero-shot and few-shot performance on various tasks [
Neural Information Processing SystemsFeb-11-2026, 10:05:20 GMT
For example, suppose that a chemical contaminant has accidentally been released and is rapidly spreading; we need to quickly discover its unknown source.