Tootfinder

Adaptive Federated Few-Shot Rare-Disease Diagnosis with Energy-Aware Secure Aggregation
Aueaphum Aueawatthanaphisut
https://arxiv.org/abs/2510.00976 https://

Adaptive Federated Few-Shot Rare-Disease Diagnosis with Energy-Aware Secure Aggregation
Rare-disease diagnosis remains one of the most pressing challenges in digital health, hindered by extreme data scarcity, privacy concerns, and the limited resources of edge devices. This paper proposes the Adaptive Federated Few-Shot Rare-Disease Diagnosis (AFFR) framework, which integrates three pillars: (i) few-shot federated optimization with meta-learning to generalize from limited patient samples, (ii) energy-aware client scheduling to mitigate device dropouts and ensure balanced participa…

FRIEREN: Federated Learning with Vision-Language Regularization for Segmentation
Ding-Ruei Shen
https://arxiv.org/abs/2510.02114 https://arxiv.org/pdf/2510…

FRIEREN: Federated Learning with Vision-Language Regularization for Segmentation
Federeated Learning (FL) offers a privacy-preserving solution for Semantic Segmentation (SS) tasks to adapt to new domains, but faces significant challenges from these domain shifts, particularly when client data is unlabeled. However, most existing FL methods unrealistically assume access to labeled data on remote clients or fail to leverage the power of modern Vision Foundation Models (VFMs). Here, we propose a novel and challenging task, FFREEDG, in which a model is pretrained on a server's …

Scalable Asynchronous Federated Modeling for Spatial Data
Jianwei Shi, Sameh Abdulah, Ying Sun, Marc G. Genton
https://arxiv.org/abs/2510.01771 https://arx…

Scalable Asynchronous Federated Modeling for Spatial Data
Spatial data are central to applications such as environmental monitoring and urban planning, but are often distributed across devices where privacy and communication constraints limit direct sharing. Federated modeling offers a practical solution that preserves data privacy while enabling global modeling across distributed data sources. For instance, environmental sensor networks are privacy- and bandwidth-constrained, motivating federated spatial modeling that shares only privacy-preserving s…

Secure Multi-Modal Data Fusion in Federated Digital Health Systems via MCP
Aueaphum Aueawatthanaphisut
https://arxiv.org/abs/2510.01780 https://arxiv.org/p…

Secure Multi-Modal Data Fusion in Federated Digital Health Systems via MCP
Secure and interoperable integration of heterogeneous medical data remains a grand challenge in digital health. Current federated learning (FL) frameworks offer privacy-preserving model training but lack standardized mechanisms to orchestrate multi-modal data fusion across distributed and resource-constrained environments. This study introduces a novel framework that leverages the Model Context Protocol (MCP) as an interoperability layer for secure, cross-agent communication in multi-modal fede…

Series A, Episode 04 - Time Squad
VILA: Saurian Major?
BLAKE: Zen, visual star sector four two point six one. It's there, on the edge of the system. One of the early self-governing colonies subsequently annexed by the Federation. When the settlers declared their independence again, the Federation crushed them with typical efficiency.
https://

Saw this in a Sam’s Club in suburban Atlanta: Bijan Robinson who is a star running back for the Atlanta Falcon’s is prominently featured on the box of this 75” TCL flat screen TV.
PLEASE respond with your location and the name of the retailer, and the picture on the box if you live in a different area.
PLEASE boost for reach.
I’m very curious if this is a national deal for TCL or if they have many local deals with local stars featured. If this TV is sold internationally who…

POKROVSK has not fallen! Ukrainian servicemen are repelling enemy attacks by the Russian Federation: https://benborges.xyz/2025/12/01/pokrovsk-has-not-fallen-ukrainian.html

A gang of thugs will not be able to do what the State, in all its forms, has never managed: extinguish anarcho-syndicalism.
https://iwa-ait.org/content/hands-premises-cnt-ait-madrid-and-statement-local-federation-cnt-ait-madrid

I love that Nic Chan explicitly excludes Substack newsletters from her list:
https://www.nicchan.me/blog/newsletters-that-regularly-hit-my-inbox/
Same reason why I generally feel web folks on Twitter aren’t worth my time. And if they also claim to care ab…

Time For 9 o'clock #HashTagGames hosted by @…
#MedievalNewYearsResolutions