Related work | Data Counterfactuals
Adjacent research areas and starting papers, curated in Semble and synced into the site.

borgr/ATProto-links-bot
Relays paper links shared in the CoLab Discord to Bluesky and Semble, via a scheduled GitHub Action.
Managing scientific knowledge for policy on the ATmosphere - Mathew's newsletter
Two types of Atmosphere toolkit are needed if ATScience is to help scientists do science and better communicate it to other audiences: one serving the researchers and their teams, the other focused on aggregation and synthesis.
Building the European Research Area as a social network - MyHub Experiments Wiki
Powerful communities, simple sites Event co-creation use case MyHub on the ATmosphere
A Robust Decentralized Infrastructure for Trust-Aware Open Knowledge Sharing [DRAFT]
Semantic technologies and models have matured and become very powerful tools to increase the power and accuracy of recent AI approaches. However, we currently lack channels where semantically structured knowledge can be reliably published and queried, both by humans as well as AI agents. Here we show how this gap can be filled by a global ecosystem that aligns with the original Semantic Web vision with respect to openness, decentralization, and formal semantics, but also targets trust and redundancy. Our approach is based on the concept and technology of nanopublications with content-addressed identifiers and a layered peer-to-peer network of publishing services, query services, and user applications. It applies a trust algorithm from links that are published as nanopublications themselves. We present a novel trust propagation algorithm IDEBT and prove its properties of being robust, efficient to compute, and reproducible. We evaluate the ecosystem on a multi-node test deployment running a synthetic publish/query workload under two coverage configurations, complemented by a descriptive analysis of the live deployed trust network. Our positive results show that a such a decentralized network of services based on nanopublications has the capacity and potential to serve as a universal and globally integrated knowledge sharing platform.
I’ve got a @semble.so Collection of #AI tools I’ve come across specifically for academic research. Most of these Ive tried and found them user-friendly-ish. If you use something not on the list, please share it :) semble.so/profile/rafmbatista.bsky.soci…
AI Tools for Academic Research (by Rafael M Batista) — Semble
semble.soCheck out this thread and contribute your papers if you'd like to share!
Rafael M Batista
I’ve created a Collection on @semble.so for #IC2S2. It’s open for anyone to throw in a link to their paper. If that’s too much work, you can reply here with a link and I’ll do it for you and send you the “card” Semble is proving to be a great tool for discovering new research @ic2s2.bsky.social
I’ve created a Collection of papers on @semble.so for #CogSci2026 The collection is not exhaustive but I’ve made it open so anyone can add papers (+ connect it to other work) @cogscisociety.bsky.social @oecs-bot.bsky.social This is such a promising tool—enjoy! semble.so/profile/rafmbatista.bsky.soci…
CogSci2026 (by Rafael M Batista) — Semble
semble.soThis is a paper so intriguing to me that I had to make a dedicated @semble.so collection for it.
Personal Journal Club (by owais) — Semble
semble.soOlivia Guest · Ολίβια Γκεστ
Preprinted! Been working on this for ~1 year w wonderful coauthors Nancy & Mark: > Understanding Artificial Neural Networks: Mysterianism about Known Mechanism is Mysticism doi.org/10.5281/zenodo.20071869 Have you noticed many experts say they don't understand AI? What's going on? 🤯 Let us tell you... 1/
Just pushed a bunch of cards to my @semble.so collection via the API from my bookmarks! thank you opus and thank you @cosmik.network team for the API! tab sanity 🤝 contributing to the knowledge commons 🎉
Compiled a @semble.so collection of Scholarly APIs that I've been assessing for @lanyards.app . Making them available to all #ATscience 🧪 #ATmosphere 🌀 #ATproto 🪿 builders. semble.so/profile/renderg.host/collecti… Based on researchguides.smu.edu.sg/api-list by SMU Librarian @bellaratmelia.bsky.social ✨
Scholarly APIs ⚗️ (by B. Prendergast 👋) — Semble
semble.soLab knowledge base on Semble spotted in the wild 👀 @stamina-workgroup.bsky.social
For something so important for applications (arguably moreso than the forward Game Theory problem), I was surprised at how scattered are the resources to learn about it. Feels very jagged. Started a semble collection: semble.so/profile/mptouzel.bsky.social/…! Will add more later. Please consider adding as well!
Mechanism Design - Learning Resources (by Max Puelma Touzel) — Semble
semble.so