Tootfinder

Federated Unlearning in the Wild: Rethinking Fairness and Data Discrepancy
ZiHeng Huang, Di Wu, Jun Bai, Jiale Zhang, Sicong Cao, Ji Zhang, Yingjie Hu
https://arxiv.org/abs/2510.07022

Federated Unlearning in the Wild: Rethinking Fairness and Data Discrepancy
Machine unlearning is critical for enforcing data deletion rights like the "right to be forgotten." As a decentralized paradigm, Federated Learning (FL) also requires unlearning, but realistic implementations face two major challenges. First, fairness in Federated Unlearning (FU) is often overlooked. Exact unlearning methods typically force all clients into costly retraining, even those uninvolved. Approximate approaches, using gradient ascent or distillation, make coarse interventions that can…

GSHP: UK Domestic Ground-Source Heat Pumps - Could you be using the summer sun to heat your home in winter? Your garden dirt as a heat battery! #GSHP #heatpump #microgen -

GSHP: UK Domestic Ground-Source Heat Pumps
Could you be using the summer sun to heat your home in winter? Your garden dirt as a heat battery! #GSHP #heatpump #microgen

„98 Prozent der Wiesen, auf denen ganz von selbst bunte Blumen wachsen, die Wildbienen und Schmetterlinge ernähren, sind unter Straßen, Industriebauten und Siedlungen begraben oder zu Grasäckern geworden, die so früh und so oft gemäht werden, dass nichts mehr blüht"
#SZ | Tagesanbruch

Gartenarbeit zwischen Artensterben, Klimaziel und neuen Partnern | Tagesanbruch
Der Mensch vernichtet das Kostbarste, das er hat.

Digitales Gesundheitswesen: Der Patient ist multidependent
In der digitalen Gesundheitsversorgung ist die Abhängigkeit von Anbietern aus dem nicht europäischen Ausland derzeit groß. Droht das außer Kontrolle zu geraten?

This is wild.
EDIT:
https://castle-journal.com/sensational-claims-emerge-following-south-african-ambassadors-tragic-death-in-paris/

Puck acquires Air Mail, the startup founded by Graydon Carter; source: Carter and co-editor Alessandra Stanley will step down as part of the stock-and-cash deal (Sara Fischer/Axios)
https://www.axios.com/2025/10/30/puck-air-mail-stock-deal-graydon-carter

Puck buys Air Mail in cash and stock deal
The deal brings together two like-minded digital media startups.

GSHP: UK Domestic Ground-Source Heat Pumps - Could you be using the summer sun to heat your home in winter? Your garden dirt as a heat battery! #GSHP #heatpump #microgen -

GSHP: UK Domestic Ground-Source Heat Pumps
Could you be using the summer sun to heat your home in winter? Your garden dirt as a heat battery! #GSHP #heatpump #microgen

16WW Hot Noon Garden Ambient (2023-09) - Back garden noises with temperature hitting 32 Celsius; birds, bees, cars, planes, sirens. #fieldRecording #London #heatWave -

16WW Hot Noon Garden Ambient (2023-09)
Back garden noises with temperature hitting 32 Celsius; birds, bees, cars, planes, sirens. #fieldRecording #London #heatWave