Manuel Baltieri
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Followers
556
Account age
3 yrs

Known for

📊 Post engagement

1
Avg engagement / post
0.2%
Engagement vs followers
Nov 2022
On Mastodon since

🔥 Top post: In other words: which differences (do not) make a difference for · 1 likes + reposts

📊 Activity & format

Posting cadence
85.7 / week
A very active account — posts many times a day.
Content mix
Mostly images
Recent: 5 text · 7 image · 0 video.
Follower / following
2.4×
Follows 231 back. A more reciprocal / networked account.
🔥 Top post In other words: which differences (do not) make a difference for the agent. Paper: https://manuelbaltieri.com/assets/pdf/BraitenbergHabitat.pdf For some related ideas see also: Ay & Löhr (2015), "The Umwelt of an embodied agent - a measure-theoretic definition". 17/17 ★ 1
Overall, we propose an operationalisation of "habitat" as a structure-preserving abstraction of an environment, relative to a class of embodied agents. Here, morphology, sensing, dynamics and actions determine which environmental differenc… ★ 1 These three are only candidate coarse-grainings. Turning them into quotient POMDPs would require full observation and transition maps, with each proposed partition preserved under every admissible action. 15/ - a Braitenberg crab, embodying lateral motion because only a distinction on a source bein left/centre/right remains. 14/ ★ 1 - a Braitenberg sea urchin, with only radial symmetry so that only distance to the source matters, and 13/ We then sketch three candidate habitats in the same light field: - a Braitenberg sunflower, pinned in place, its bearing remains but distance to the source stops mattering, 12/ This is because the orbit map, q₂b((x,y), θ) = (r, θ_rel), induces a bisimulation quotient. The habitat removes absolute position around the source and retains distance and signed relative heading: how far away the source is, and how much … ★ 1 Now, place the vehicle in two configurations related by rotation around an isotropic light source, with distance and relative heading fixed. The sensors give the same readings. Under any fixed wheel-speed action, the successors remain rela… To show this in action, we consider a class of Braitenberg vehicles. Vehicle 2b has two light sensors and two wheels, wired contralaterally. Light on the left accelerates the right wheel, turning the vehicle toward the source; equal readin… The quotient S/~ forms the habitat’s state space. Its observations and transitions are inherited from the environment. This construction is relative to a chosen agent-environment boundary. Different interfaces or bisimulation relations can… If s~s′, then: (i) they induce the same observation law, and (ii) for every admissible action, they assign the same transition probability to every equivalence class. The quotient preserves observable dynamics. 7/ ★ 1 This coarse-graining identifies environmental states that are indistinguishable from the perspective of an agent type. We define it using a standard bisimulation equivalence. See our previous https://mathstodon.xyz/@arXiv_csAI_bot@mastoxiv… ★ 1

🐘 Community & instance

Home server
mathstodon.xyz
Their home server on the fediverse — the instance a creator picks signals the community they belong to.
On Mastodon since
Nov 2022
Joined in the Twitter-exodus wave of late 2022 — part of the migration that made Mastodon a real destination.

💡 Facts

🗓️Joined Mastodon in 2022 — 3 years ago.
👁️Averages 1 views per post.
📤Posts about 85.7× per week.

🛡️ Audience credibility

43/100 Fair
  • Est. 73% real, active audience · Medium fake-follower risk.
  • Low engagement (~0.2% of followers engage each post) — a sign of an inflated or inactive audience.
  • Established account (3+ years old).
Est. authentic audience
73%
Fake-follower risk
Medium
Data confidence
High

Heuristic estimate from engagement, follower ratios, account age & growth — a screening signal, not a guarantee.

About

Chief Researcher @ Araya, Tokyo. Artificial life, agency, embodied cognitive science and AI using tools from dynamical systems and Bayesian inference, information, control and applied category theory. #ALife #AI #agency #controltheory #Bayesianinference #categorytheory #dynamicalsystems #informationtheory #cognitivescience #neuroscience

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