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๐Ÿ›ก๏ธ Differential Privacy

Privacy Preserving Analytics, Noise Addition, Statistical Disclosure

Automated Differential Privacy Enforcement via Adaptive Kernel Density Estimation (ADPE-KDE) in Streaming Sensor Data
dev.toยท1dยท
Discuss: DEV
๐Ÿ”Homomorphic Encryption
Private Set Intersection and other Set Operations in the Third Party Setting
usenix.orgยท49m
๐Ÿ”Homomorphic Encryption
Decentralized Proof-of-Location systems for trust, scalability, and privacy
nature.comยท1dยท
Discuss: Hacker News
๐ŸคDistributed Consensus
Multi-Hop Privacy Propagation for Differentially Private Federated Learning in Social Networks
arxiv.orgยท1d
๐ŸคSecure Multiparty
Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens โ€“ 2508.01191v2.pdf
jmason.ieยท17h
๐Ÿ“Linear Logic
Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning
arxiv.orgยท1d
๐Ÿง Machine Learning
DeBackdoor: A Deductive Framework for Detecting Backdoor Attacks on Deep Models with Limited Data
usenix.orgยท49m
๐Ÿ”Vector Forensics
Understanding Users' Privacy Perceptions Towards LLM's RAG-based Memory
arxiv.orgยท1d
๐Ÿ’ปLocal LLMs
Preventing Artificially Inflated SMS Attacks through Large-Scale Traffic Inspection
usenix.orgยท49m
๐Ÿ•ต๏ธNetwork Forensics
Differentiable Cyclic Causal Discovery Under Unmeasured Confounders
arxiv.orgยท3h
โœจEffect Handlers
Federated Learning with Differential Privacy for Edge-Based Anomaly Detection in Industrial IoT
dev.toยท2dยท
Discuss: DEV
๐Ÿ“ŠHomelab Monitoring
Scaled-Dot-Product Attention as One-Sided Entropic Optimal Transport
arxiv.orgยท3h
๐Ÿง Machine Learning
PROPS: Progressively Private Self-alignment of Large Language Models
arxiv.orgยท1d
๐Ÿ’ปLocal LLMs
A Deep Dive into AI Inference Platforms โ€“ Part 1
procurefyi.substack.comยท7hยท
Discuss: Substack
โšกIncremental Computation
Dynamic Uncertainty-aware Multimodal Fusion for Outdoor Health Monitoring
arxiv.orgยท3h
๐Ÿ“ˆMutual Information
GenHuzz: An Efficient Generative Hardware Fuzzer
usenix.orgยท49m
๐ŸงชRISC-V Fuzzing
Trust as an Abstraction
medium.comยท2hยท
Discuss: Hacker News
๐Ÿค–AI Curation
How Graphs Boost LLM Precision and Explainability in Cybersecurity
hackernoon.comยท1d
๐Ÿ’ปLocal LLMs
Adaptive Learning for IRS-Assisted Wireless Networks: Securing Opportunistic Communications Against Byzantine Eavesdroppers
arxiv.orgยท1d
๐Ÿง Machine Learning
Subsampling Factorization Machine Annealing
arxiv.orgยท3h
๐ŸŒŠStreaming Algorithms
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