#privacy News & Analysis

Pre-Deployment Complexity Estimation for Federated Perception Systems

Dual-Space Smoothness for Robust and Balanced LLM Unlearning

Disrupting Hierarchical Reasoning: Adversarial Protection for Geographic Privacy in Multimodal Reasoning Models

Cardano Founder Hoskinson Just Released A Free Book On Zero-Knowledge

Can Small Models Reason About Legal Documents? A Comparative Study

Sustainability Is Not Linear: Quantifying Performance, Energy, and Privacy Trade-offs in On-Device Intelligence

Umbra Launches Privacy-Focused Wallet for Confidential Solana Transactions

Will Zcash recap $300 as ZK-backed privacy narrative gains threshold?

Umbra opens privacy wallet to the public on Solana, powered by Arcium’s encrypted execution engine

On the Foundations of Trustworthy Artificial Intelligence

FED-HARGPT: A Hybrid Centralized-Federated Approach of a Transformer-based Architecture for Human Context Recognition

Researchers developed FED-HARGPT, a hybrid centralized-federated approach using Transformer architecture for Human Activity Recognition (HAR) with mobile sensor data. The study demonstrates that federated learning can achieve comparable performance to centralized models while preserving data privacy through the Flower framework.

Reliable Classroom AI via Neuro-Symbolic Multimodal Reasoning

Does Privacy Always Harm Fairness? Data-Dependent Trade-offs via Chernoff Information Neural Estimation

As mass adoption approaches, crypto has forgotten its roots

Towards Secure Retrieval-Augmented Generation: A Comprehensive Review of Threats, Defenses and Benchmarks

Adversarial Camouflage

Architectural Backdoors for Within-Batch Data Stealing and Model Inference Manipulation

EnterpriseLab: A Full-Stack Platform for developing and deploying agents in Enterprises

Meeting in the Middle: A Co-Design Paradigm for FHE and AI Inference

Aggregation Alignment for Federated Learning with Mixture-of-Experts under Data Heterogeneity

LLM-Based Test Case Generation in DBMS through Monte Carlo Tree Search

Andy Yen: AI knows you better than you know yourself, privacy is a fundamental human right, and the unsustainable nature of AI subscription models | Bankless

Airdrops rewarded extraction and ended real communities

MAPLE: Metadata Augmented Private Language Evolution

Parameter-Efficient Token Embedding Editing for Clinical Class-Level Unlearning