Balance Privacy and Awareness
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Related Articles from SNS
"A Glimpse, Not a Gaze": Using Generative AI to Balance Privacy and Awareness in Inter-generational Caregiving
Announce Type: new Abstract: As older adults increasingly prefer to age in place, their adult children often assume the role of informal caregivers. This dynamic creates a distinct tension between the adult child's need for awareness and the older adult's fundamental right to privacy. Traditional monitoring technologies, such as raw video feeds, often compromise the older adult's autonomy.
Privacy-Aware Decoding: Mitigating Privacy Leakage of Large Language Models in Retrieval-Augmented Generation
arXiv:2508.03098v2 Announce Type: replace Abstract: Retrieval-Augmented Generation (RAG) enhances the factual accuracy of large language models (LLMs) by conditioning outputs on external knowledge sources. However, when retrieval involves private or sensitive data, RAG systems are susceptible to extraction attacks that can leak confidential information through generated responses. We propose Privacy-Aware Decoding (PAD), a lightweight, inference-time defense that adaptively injects...
Topology-Aware Differential Privacy in Federated Learning
arXiv:2506.19260v2 Announce Type: replace Abstract: Federated learning transmits only model updates to protect client data, and differentially private SGD (DP-SGD) bounds content-level leakage through those updates. Neither mechanism accounts for what the communication topology of the federation itself reveals. In cross-silo deployments, a passive adversary with knowledge of the topology and organisational structure has access to information channels that DP-SGD leaves entirely unaddressed.
A 65 nm Multi-Modal Bayesian Inference Engine with 16.3 fJ/Sample Calibration-Free GRNG for Risk-Aware At-Home Skin Lesion Screening
arXiv:2606.07439v1 Announce Type: new Abstract: We present a 65-nm risk-aware multimodal Bayesian inference engine for privacy-preserving, fully on-device skin lesion screening under uncontrolled at-home conditions. The proposed compute-in-memory architecture performs in-word Mixture-of-Gaussian sampling, improving uncertainty modeling beyond conventional unimodal Bayesian neural networks. This added probabilistic expressiveness increases equal-risk operating coverage by 1.4x, improves...
Robot pets with AI could soon live with you
A robot that follows you around the house may sound a little strange at first. Yet Colin Angle, the cofounder of iRobot and one of the people behind Roomba, is betting that the next big home robot may feel less like a machine and more like a companion. His new company, Familiar Machines & Magic, has revealed its first robot concept called a Familiar.
Robot pets with AI could soon live with you
A robot that follows you around the house may sound a little strange at first. Yet Colin Angle, the cofounder of iRobot and one of the people behind Roomba, is betting that the next big home robot may feel less like a machine and more like a companion. His new company, Familiar Machines & Magic, has revealed its first robot concept called a Familiar.
Humanoid robots work nonstop in package test
Figure AI says three of its humanoid robots crossed more than 24 hours of continuous autonomous operation after a test that was supposed to last only eight hours kept running.The California-based robotics startup says its Helix-02 artificial intelligence-powered robots sorted small packages around the clock without human control. The robots became part of a livestream that viewers followed closely. They even picked up names along the way: Bob, Frank and Gary.Once people started calling them...
Why Apple Might Put Cameras Into Its Next AirPods
If you were to ding Apple’s privacy credentials in one move, you could do worse than to launch AirPods with cameras. Whether or not they come to market, all of Apple’s existing ubiquitous earbuds would become a question mark for everyone in their vicinity: Are they recording me right now? According to Bloomberg’s well-sourced Mark Gurman, Apple has designed camera-equipped AirPods to allow Siri “to see” the wearer’s surroundings.