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HTTP REST API Structure Learning

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HTTP REST API Structure Learning

·7 min read·Ran Dubin, Amit Dvir

This paper addresses the challenge of securing HTTP REST APIs by learning their structural behavior directly from observed network traffic, without.

researchapi-securityanomaly-detectionrest-apiunsupervised-learning

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Neuron-Aware Active Few-Shot Learning for LLMs

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Neuron-Aware Active Few-Shot Learning for LLMs

·8 min read·Zhuowei Chen, Liwei Chen, Christian Schunn et al.

This paper addresses the problem of selecting the most informative few-shot examples for adapting large language models (LLMs) to specialized domains with.

researchactive-few-shot-learninglarge-language-modelsneuron-activationactive-learning

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Online Safety Monitoring for LLMs

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Online Safety Monitoring for LLMs

·8 min read·Mona Schirmer, Metod Jazbec, Alexander Timans et al.

The paper addresses the problem that despite alignment training, large language models (LLMs) remain prone to generating unsafe outputs during deployment.

researchllm-safety-monitoringrisk-controlonline-monitoringconformal-prediction

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