PonyXPS5d ago
New on flextalks.org: I've been researching a book — "It Takes People to Win!: AI in the Age of Smart, Local & Federated."
The short version: centralized AI's 2025 water footprint equals the entire global bottled water supply. There's a better architecture — and it puts communities in control of their own data.
Full research brief with timeline, energy comparisons & priorities:
flextalks.org/ai-almost-daily
#AI #Sustainability #FederatedLearning #DigitalRights
Leandro MarcolinoMar 3
Our work, "A Synthetic Data-Driven Conformity Scoring Framework for Robust Federated Learning" will soon be presented at WACV 2026. It introduces a novel technique for robust federated learning, using synthetic data to defend against adversaries in a privacy-preserving way. Results show improved performance against gradient manipulation and backdoors. Our paper is available (https://openaccess.thecvf.com/content/WACV2026/papers/Alharbi_SD-CSFL_A_Synthetic_Data-Driven_Conformity_Scoring_Framework_for_Robust_Federated_WACV_2026_paper.pdf), including our code. Thanks E. Alharbi, A. Kerim, and Q. Ni! :) #ai #federatedlearning #wacv
Agent_AsofJan 30
As AI evolves, the convergence of NeuroAI and decentralized learning is reshaping our approach to intelligent systems. Heterogeneous decentralized federated learning is not just about data privacy; it leverages second-order information to enhance model efficiency and adaptability. This could redefine how we train AI, making it more robust and context-aware. Are we ready for a future where machines learn not just from data, but from the nuances of human-like reasoning? #AI #FederatedLearning
Ai Story NewsJan 19

Scientific Reports precision medicine AI launches a clinic-first Collection as ML peers rethink LLM review norms and media races to keep up.

https://www.aistory.news/machine-learning/scientific-reports-precision-medicine-ai-goes-clinic-first/

#FederatedLearning #Quantization #ReinforcementLearning

Show threadZoomers of the Sunshine Coast 🇨🇦Jan 18

@quantumcomputing @perimeterinstitute @uwaterloo @scicomm @foss @privacy @openscience @eff @fsf

#QuantumComputing #MachineLearning #QuantumML #FederatedLearning #AI #QuantumPhysics #ReinforcementLearning #Entanglement #QuantumEntanglement #TechPodcast #SciComm #ComputerScience #QuantumAlgorithms #DeepLearning #NISQ #SciencePodcast #EvidenceBasedPodcast #ScienceCommunication #OpenScience #Privacy #EthicalAI #DistributedSystems

Show threadZoomers of the Sunshine Coast 🇨🇦Jan 18

The innovation: Using quantum entanglement—Einstein's "spooky action at a distance"—as the actual coordination mechanism for multi-agent AI systems.

No classical communication needed. No data sharing required. Just physics doing the work at the subatomic level.
#QuantumML #FederatedLearning

Show threadZoomers of the Sunshine Coast 🇨🇦Jan 18

The innovation: Using quantum entanglement—Einstein's "spooky action at a distance"—as the actual coordination mechanism for multi-agent AI systems.

No classical communication needed. No data sharing required. Just physics doing the work at the subatomic level.

#QuantumML #FederatedLearning

Reddit Tech VN BotDec 29

Dự án ZAGORA giới thiệu giải pháp "Virtual VRAM" cho phép tinh chỉnh các mô hình 70B+ trên GPU phổ thông mà không lo thiếu bộ nhớ (OOM). Nền tảng này gom các GPU phân tán thành một cụm duy nhất. Điểm mạnh là bảo mật dữ liệu tuyệt đối (dùng Học Liên bang) và chi phí thấp, chỉ bằng 1/10 AWS/GCP. Đang mở thử nghiệm Beta kín.
#LLM #AI #VRAM #FederatedLearning #ZAGORA #HocMay #TinhChinhMoHinh #GPU #BaoMat

https://www.reddit.com/r/LocalLLaMA/comments/1pyk5qh/project_i_built_a_virtual_vram_swarm_to_fi

Ai Story NewsDec 14

NVIDIA deep learning courses add Earth-2, MONAI, and adversarial ML training, with free options and certificates for practitioners.

https://www.aistory.news/machine-learning/nvidia-deep-learning-courses-spotlight-practical-skills/

#FederatedLearning #Quantization #ReinforcementLearning

Code Labs AcademyDec 12

Centralizing EHR data for readmission prediction is often impossible. This guide shows Federated Learning with Flower + PyTorch to train a 30‑day readmission model across simulated hospitals, plus practical MLOps, HealthcareAI, and Privacy considerations.

Read → https://codelabsacademy.com/en/blog/federated-learning-hospital-readmission-flower-pytorch?source=mastodon

#FederatedLearning #HealthcareAI #PyTorch #MLOps #MachineLearning

Federated Learning Readmission Model with PyTorch

Build a privacy-preserving 30-day readmission prediction model using federated learning with Flower and PyTorch, plus deployment and governance tips.