Tootfinder

Fairplayer is sort of like a federated Bandcamp...
"Fairplayer plays music from a decentralized ecosystem. Artists and communities publish their music on their own websites and link them to a player where the user can listen to them all."
https://fairplayer.band/

«Decentralized P2P Chat & File Transfer - Secure Messaging Without Central Servers:
Creating decentralized P2P technology. Aiming to provide industry-grade cryptographic capabilities encapsulated into a webapp.»
Do any of you regularly use @… with several people at the same time or even professionally and what is your impression about it?
🐟

Decentralized P2P Chat & File Transfer - Secure Messaging Without Central Servers | positive-intentions
Experience secure P2P chat, file transfer, and video calls without registration. Built on decentralized architecture with end-to-end encryption and complete data ownership.

The Edge Computing Cloud is opening to early adopters at #SXSW. Turn idle home internet and hardware - Mac Minis, old PCs, even NAS boxes - into a decentralized edge cloud. Install our open-source agent, leave it running, and earn cash for helping deliver content and run AI inference 2x faster than centralized clouds. We handle security, routing, and node trust. Join before March 31st for 2x payou…

Host a Neighborhood Node | Evolving Edge
Turn Your Idle Computer Into Passive Monthly Income Join thousands of early adopters using their PC or GPU to power the next-generation internet - and get paid for it.

Jack Dorsey says Apple removed his Bluetooth P2P messaging app Bitchat, used during protests in Iran and Uganda, from China's App Store following CAC's demands (Stephen Katte/Cointelegraph)
https://cointelegraph.com/news/bitchat-jack-dorsey-china-app-store-…

Jack Dorsey's Decentralized Bitchat App Removed from China App Store
Apple has removed Jack Dorsey’s Bitchat from the App Store in China at the request of the Cyberspace Administration of China, which argued the messaging app violated internet service regulations.

Piece on Masto being TechCrunched today: https://techcrunch.com/2026/03/26/mastodon-is-making-its-decentralized-social-network-easier-to-use-with-its-latest-revamp

Mastodon is making its decentralized social network easier to use with its latest revamp | TechCrunch
Mastodon is redesigning user profiles to simplify the experience and better appeal to mainstream users and organizations.

Mastodon, a decentralized, open source social media platform and alternative to centralized social media apps like X and Threads,
announced on Wednesday its plans to make its platform more approachable for newcomers
while also targeting creators with the launch of new features.
The changes follow the expansion of Mastodon’s core development team over the past 18 months
to include people with experience across web and mobile and back end,
as well as the hiring o…

Mastodon, a decentralized alternative to X, plans to target creators with new features | TechCrunch
Mastodon is looking to grow its open source, decentralized social network with new features aimed at creators.

Help! I've been thinking so much about decentralized platforms and open protocols lately that my brain has become completely decentralized itself. 🙃
Time to go touch some grass.
#Fediverse #Mastodon

The context is probably important too, and a bit more nuanced. The general actually wasn't playing as Iran but as a rebel faction that arose due to instability. You know, like how the US got ISIS after toppling Saddam? So like... not necessarily the Iranian regime but something much more challenging that comes after a major earthquake or, like... I don't know... the US kills the supreme leader and Iranian proxies create a decentralized network that threatens international trade.
Definitely unimaginable. Everything is definitely going to go well and exactly as simulated, definitely leading to a Blue force victory.
Yeah, I'm gonna get back to writing fiction and doing art, and ignoring this mess for the moment.

What to know about the decentralized antifa movement | AP News https://apnews.com/article/trump-antifa-executive-order-domestic-terrorist-organization-6ea07143e10bb811aa88b9da5aa26765

What to know about the decentralized antifa movement
President Donald Trump has issued an executive order designating antifa as a domestic terrorist organization. Antifa, short for “anti-fascists,” is an umbrella term for far-left-leaning militant groups and is not a singular entity. It consists of groups that resist fascists and neo-Nazis, especially at demonstrations. The order did not specify how the administration would label what is effectively a decentralized movement as a domestic terrorist organization. Trump had said last week on soc…

Even on my darkest days (like the last couple, today is better), I find so many amazing things and cool people here on Mastodon. I just wanted to thank you all for that. You're all part of that. I love the fedi.
#fediverse #decentralized

Iranians turn to Starlink, decentralized messaging apps, and VPNs to circumvent an internet blackout; NetBlocks says connectivity is at 1% of ordinary levels (Bloomberg)
https://www.bloomberg.com/news/articles/2026-03-02/irani…

An analytical model of Disequilibrium and decentralized productive Exploration
Nazaria Solferino
https://arxiv.org/abs/2604.00718 https://arxiv.org/pdf/2604.00718 https://arxiv.org/html/2604.00718
arXiv:2604.00718v1 Announce Type: new
Abstract: This paper studies the economic role of persistent dispersion in allocations across agents. We develop a tractable model in which firms allocate resources under imperfect information and behavioral updating, generating sustained heterogeneity in beliefs and actions. While dispersion induces static misallocation, it also fosters decentralized experimentation, allowing the economy to explore a broader set of productive opportunities. We show that the economy converges to a stationary equilibrium with strictly positive dispersion and that, under plausible conditions, such disequilibrium can dominate the perfectly coordinated benchmark. The model provides a novel interpretation of observed dispersion in productivity and returns as reflecting both inefficiency and productive exploration. It also yields testable predictions linking dispersion to growth and innovation dynamics.
toXiv_bot_toot

Decentralized Proof-of-Location for Content Provenance: Towards Capture-Time Authenticity
Eduardo Brito, Fernando Castillo, Amnir Hadachi, Ulrich Norbisrath, Jonathan Heiss
https://arxiv.org/abs/2603.27883

Sharing content to Mastodon is getting easier with the addition of a universal “Share to Mastodon” button for the decentralized social media platform.
Announced on Monday, the widget allows users to share content on any Mastodon server by connecting your Mastodon account and redirecting you to the server that account is on.
The blog post announcing the feature also explains that the tool “works entirely in your browser: there is no tracking data, and it does not store any infor…

A new Share button
We'd like to help you to Share to Mastodon, with a new tool.

I just learned that a new release of the decentralized, open source Android (and iOS, but that requires a centralized Apple service) key attestation library warden-supreme has landed. It explicitly supports alternative/custom roots of trust for the attestation chain now and comes with a test for @… keys:

warden-supreme/serverside/roboto/src/test/kotlin/GrapheneOsTests.kt at development · a-sit-plus/warden-supreme
Integrated Key Attestation Suite. Contribute to a-sit-plus/warden-supreme development by creating an account on GitHub.

Bluesky is completely down. Even the status page is dead. Very not decentralized. (edit: service restored after a multihour outage)

EasyTier - A Simple, Secure, Decentralized SD-WAN Solution
A simple, decentralized mesh VPN with WireGuard support.
✨ #dezentral

EasyTier
EasyTier official

Decentralized Machine Learning with Centralized Performance Guarantees via Gibbs Algorithms
Yaiza Bermudez, Samir Perlaza, I\~naki Esnaola
https://arxiv.org/abs/2604.20492 https…

So it’s very interesting learning about a bunch of work with #Bluesky happening after the DDoS they had.
There are many groups creating their own Personal Data Server (PDS) and then groups creating AppViews and Relays. Bluesky as a company has shown they can’t be relied upon and ATproto is creating decentralized systems.
I for one wish for a day when both

Crypto platform Step Finance shutting down after $40 million theft https://therecord.media/step-finance-cryptocurrency-theft-shutdown

This is my occasional reminder to follow me without overtures if you've bridged your Bluesky account with the Fediverse.
Here's how to do it if you haven't already: https://fed.brid.gy/docs#get-started

Bridgy Fed
Bridgy Fed is a bridge between decentralized social networks like the fediverse, Bluesky, and web sites and blogs.

upcoming fediverse events
https://hackers.pub/@wakest/2026/upcoming-fediverse-events

upcoming fediverse events
This curated collection of global Fediverse events showcases the rapid expansion and technical diversification of the decentralized social web throughout 2026. Covering a wide range of activities from local meetups in Montreal and Berlin to large-scale international gatherings like DWeb Camp and FediDay, the schedule emphasizes core themes of digital sovereignty, protocol development, and public institution integration. Technical sessions delve into specific frameworks such as ATProto, Bonfire,…

The document also notes that intelligence and counter-intelligence form the base of all operations. As I've noted this is exactly the area where authoritarianism is at it's weakest.
Authoritarianism is extremely weak at information collection and processing. To counter this weakness, it floods the information environment so that intelligence becomes more difficult for *everyone*.
What folks don't tend to realize, what is covered in the book "To Catch a Fascist," is the fact that "antifa" is really a big decentralized intelligence network.

Are there any kind of decentralized, well packaged and easily accessible means for archiving webpages? Like a P2P Wayback Machine

On Electric Vehicle Energy Demand Forecasting and the Effect of Federated Learning
Andreas Tritsarolis, Gil Sampaio, Nikos Pelekis, Yannis Theodoridis
https://arxiv.org/abs/2602.20782 https://arxiv.org/pdf/2602.20782 https://arxiv.org/html/2602.20782
arXiv:2602.20782v1 Announce Type: new
Abstract: The wide spread of new energy resources, smart devices, and demand side management strategies has motivated several analytics operations, from infrastructure load modeling to user behavior profiling. Energy Demand Forecasting (EDF) of Electric Vehicle Supply Equipments (EVSEs) is one of the most critical operations for ensuring efficient energy management and sustainability, since it enables utility providers to anticipate energy/power demand, optimize resource allocation, and implement proactive measures to improve grid reliability. However, accurate EDF is a challenging problem due to external factors, such as the varying user routines, weather conditions, driving behaviors, unknown state of charge, etc. Furthermore, as concerns and restrictions about privacy and sustainability have grown, training data has become increasingly fragmented, resulting in distributed datasets scattered across different data silos and/or edge devices, calling for federated learning solutions. In this paper, we investigate different well-established time series forecasting methodologies to address the EDF problem, from statistical methods (the ARIMA family) to traditional machine learning models (such as XGBoost) and deep neural networks (GRU and LSTM). We provide an overview of these methods through a performance comparison over four real-world EVSE datasets, evaluated under both centralized and federated learning paradigms, focusing on the trade-offs between forecasting fidelity, privacy preservation, and energy overheads. Our experimental results demonstrate, on the one hand, the superiority of gradient boosted trees (XGBoost) over statistical and NN-based models in both prediction accuracy and energy efficiency and, on the other hand, an insight that Federated Learning-enabled models balance these factors, offering a promising direction for decentralized energy demand forecasting.
toXiv_bot_toot

An analytical model of Disequilibrium and decentralized productive Exploration
Nazaria Solferino
https://arxiv.org/abs/2604.00718 https://arxiv.org/pdf/260…

I just learned that a new release of the decentralized, open source Android (and iOS, but that requires a centralized Apple service) key attestation library warden-supreme has landed. It explicitly supports alternative/custom roots of trust for the attestation chain now and comes with a test for @… keys:

Replaced article(s) found for cs.LG. https://arxiv.org/list/cs.LG/new
[4/6]:
- Neural Proposals, Symbolic Guarantees: Neuro-Symbolic Graph Generation with Hard Constraints
Chuqin Geng, Li Zhang, Mark Zhang, Haolin Ye, Ziyu Zhao, Xujie Si
https://arxiv.org/abs/2602.16954 https://mastoxiv.page/@arXiv_csLG_bot/116102434757760085
- Multi-Probe Zero Collision Hash (MPZCH): Mitigating Embedding Collisions and Enhancing Model Fres...
Ziliang Zhao, et al.
https://arxiv.org/abs/2602.17050 https://mastoxiv.page/@arXiv_csLG_bot/116102517335590034
- MASPO: Unifying Gradient Utilization, Probability Mass, and Signal Reliability for Robust and Sam...
Fu, Lin, Fang, Zheng, Hu, Shao, Qin, Pan, Zeng, Cai
https://arxiv.org/abs/2602.17550 https://mastoxiv.page/@arXiv_csLG_bot/116102581561441103
- A Theoretical Framework for Modular Learning of Robust Generative Models
Corinna Cortes, Mehryar Mohri, Yutao Zhong
https://arxiv.org/abs/2602.17554 https://mastoxiv.page/@arXiv_csLG_bot/116102582216715527
- Multi-Round Human-AI Collaboration with User-Specified Requirements
Sima Noorani, Shayan Kiyani, Hamed Hassani, George Pappas
https://arxiv.org/abs/2602.17646 https://mastoxiv.page/@arXiv_csLG_bot/116102592047544971
- NEXUS: A compact neural architecture for high-resolution spatiotemporal air quality forecasting i...
Rampunit Kumar, Aditya Maheshwari
https://arxiv.org/abs/2602.19654 https://mastoxiv.page/@arXiv_csLG_bot/116125610403473755
- Augmenting Lateral Thinking in Language Models with Humor and Riddle Data for the BRAINTEASER Task
Mina Ghashami, Soumya Smruti Mishra
https://arxiv.org/abs/2405.10385 https://mastoxiv.page/@arXiv_csCL_bot/112472190479013167
- Watermarking Language Models with Error Correcting Codes
Patrick Chao, Yan Sun, Edgar Dobriban, Hamed Hassani
https://arxiv.org/abs/2406.10281 https://mastoxiv.page/@arXiv_csCR_bot/112636307340218522
- Learning to Control Unknown Strongly Monotone Games
Siddharth Chandak, Ilai Bistritz, Nicholas Bambos
https://arxiv.org/abs/2407.00575 https://mastoxiv.page/@arXiv_csMA_bot/112715733875586837
- Classification and reconstruction for single-pixel imaging with classical and quantum neural netw...
Sofya Manko, Dmitry Frolovtsev
https://arxiv.org/abs/2407.12506 https://mastoxiv.page/@arXiv_quantph_bot/112806295477530195
- Statistical Inference for Temporal Difference Learning with Linear Function Approximation
Weichen Wu, Gen Li, Yuting Wei, Alessandro Rinaldo
https://arxiv.org/abs/2410.16106 https://mastoxiv.page/@arXiv_statML_bot/113350611306532443
- Big data approach to Kazhdan-Lusztig polynomials
Abel Lacabanne, Daniel Tubbenhauer, Pedro Vaz
https://arxiv.org/abs/2412.01283 https://mastoxiv.page/@arXiv_mathRT_bot/113587812663608119
- MoEMba: A Mamba-based Mixture of Experts for High-Density EMG-based Hand Gesture Recognition
Mehran Shabanpour, Kasra Rad, Sadaf Khademi, Arash Mohammadi
https://arxiv.org/abs/2502.17457 https://mastoxiv.page/@arXiv_eessSP_bot/114069047434302054
- Tightening Optimality gap with confidence through conformal prediction
Miao Li, Michael Klamkin, Russell Bent, Pascal Van Hentenryck
https://arxiv.org/abs/2503.04071 https://mastoxiv.page/@arXiv_statML_bot/114120074927291283
- SEED: Towards More Accurate Semantic Evaluation for Visual Brain Decoding
Juhyeon Park, Peter Yongho Kim, Jiook Cha, Shinjae Yoo, Taesup Moon
https://arxiv.org/abs/2503.06437 https://mastoxiv.page/@arXiv_csCV_bot/114142690988862508
- How much does context affect the accuracy of AI health advice?
Prashant Garg, Thiemo Fetzer
https://arxiv.org/abs/2504.18310 https://mastoxiv.page/@arXiv_econGN_bot/114414380916957986
- Reproducing and Improving CheXNet: Deep Learning for Chest X-ray Disease Classification
Daniel J. Strick, Carlos Garcia, Anthony Huang, Thomas Gardos
https://arxiv.org/abs/2505.06646 https://mastoxiv.page/@arXiv_eessIV_bot/114499319986528625
- Sharp Gaussian approximations for Decentralized Federated Learning
Soham Bonnerjee, Sayar Karmakar, Wei Biao Wu
https://arxiv.org/abs/2505.08125 https://mastoxiv.page/@arXiv_statML_bot/114505047719395949
- HoloLLM: Multisensory Foundation Model for Language-Grounded Human Sensing and Reasoning
Chuhao Zhou, Jianfei Yang
https://arxiv.org/abs/2505.17645 https://mastoxiv.page/@arXiv_csCV_bot/114572928659057348
- A Copula Based Supervised Filter for Feature Selection in Diabetes Risk Prediction Using Machine ...
Agnideep Aich, Md Monzur Murshed, Sameera Hewage, Amanda Mayeaux
https://arxiv.org/abs/2505.22554 https://mastoxiv.page/@arXiv_statML_bot/114589983451462525
- Synthesis of discrete-continuous quantum circuits with multimodal diffusion models
Florian F\"urrutter, Zohim Chandani, Ikko Hamamura, Hans J. Briegel, Gorka Mu\~noz-Gil
https://arxiv.org/abs/2506.01666 https://mastoxiv.page/@arXiv_quantph_bot/114618420761346125
toXiv_bot_toot

We are delighted to welcome two new accounts to the #2MR Community #StarterPack:
👉 #MustRead)
and
🔹@…, building open-source, content discovery for decentralized social media
#2MR is a festival for #SocialMedia that strengthens #democracy taking place on 4 May in #Hamburg
👉 #MayTheForth
#Media #Eurosky #Bluesky #Mastodon #Fediverse #Meta #SciComm #DanmarkSkifter