Paper Citation Record · LEDGER

Intrinsic motivation as constrained entropy maximization

As of 19 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2502.02962.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.02962 v3

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T10:31:46.709346Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

44 of 44 outbound references displayed

verified exact5
verified fuzzy25
unresolved12
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 83d05a1d-4b37-4163-8034-b7e1d07052d6 · outbound

This paper cites The Emerging Neuroscience of Intrinsic Motivation: A New Frontier in Self-Determination Research.

Intrinsic motivation as constrained entropy maximization The Emerging Neuroscience of Intrinsic Motivation: A New Frontier in Self-Determination Research

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.530826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c0849cc3-b093-40a2-a47f-570610b342fb · outbound

This paper cites Empowerment: a universal agent-centric measure of control.

Intrinsic motivation as constrained entropy maximization Empowerment: a universal agent-centric measure of control

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.515503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b4f08749-107a-4bb6-9daa-aa50db8b0659 · outbound

This paper cites Empowerment -- an Introduction.

Intrinsic motivation as constrained entropy maximization Empowerment -- an Introduction

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-09T10:31:47.145302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation df3bc19a-00b8-4388-8cf2-a70931b05d41 · outbound

This paper cites Active Inference: A Process Theory.

Intrinsic motivation as constrained entropy maximization Active Inference: A Process Theory

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.501044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 64199f7e-bc2c-44f5-94ce-09a2e4560849 · outbound

This paper cites Active inference and epistemic value.

Intrinsic motivation as constrained entropy maximization Active inference and epistemic value

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.485848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 65375a5f-10e1-4c04-99b8-9fc86e60acfe · outbound

This paper cites Active Inference as a Model of Agency.

Intrinsic motivation as constrained entropy maximization Active Inference as a Model of Agency

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T10:31:46.538625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ba08323-bd70-4086-a555-f8c3d06c31f6 · outbound

This paper cites Complex behavior from intrinsic motivation to occupy future action-state path space.

Intrinsic motivation as constrained entropy maximization Complex behavior from intrinsic motivation to occupy future action-state path space

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.471469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 214980ff-7e52-45ce-bed9-43a12cd35612 · outbound

This paper cites Adaptive confidence and adaptive curiosity.

Intrinsic motivation as constrained entropy maximization Adaptive confidence and adaptive curiosity

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.457055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3aa2e570-b6c0-4514-b936-a7846c6fb256 · outbound

This paper cites Formal Theory of Creativity, Fun, and Intrinsic Motivation (1990–2010).

Intrinsic motivation as constrained entropy maximization Formal Theory of Creativity, Fun, and Intrinsic Motivation (1990–2010)

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.442269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cafff2c5-4a23-4b09-83d9-75b5e056f9fb · outbound

This paper cites Bayesian surprise attracts human attention.

Intrinsic motivation as constrained entropy maximization Bayesian surprise attracts human attention

Reference 10

Resolution: malformed identifier; no resolver link, observed 2026-08-09T10:31:46.558447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f4ab82f-32a4-458f-a250-95ccddc67baf · outbound

This paper cites Curiosity-Driven Exploration via Latent Bayesian Surprise.

Intrinsic motivation as constrained entropy maximization Curiosity-Driven Exploration via Latent Bayesian Surprise

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.428382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a768a3b9-c649-43ce-a6c0-ae395dde0536 · outbound

This paper cites Empowerment, Free Energy Principle and Maximum Occupancy Principle Compared.

Intrinsic motivation as constrained entropy maximization Empowerment, Free Energy Principle and Maximum Occupancy Principle Compared

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.414130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 33854372-a802-4d8b-8d45-fb89f197cc30 · outbound

This paper cites Expanding the Active Inference Landscape: More Intrinsic Motivations in the Perception-Action Loop.

Intrinsic motivation as constrained entropy maximization Expanding the Active Inference Landscape: More Intrinsic Motivations in the Perception-Action Loop

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.399336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d76cfd13-83f7-4d87-829e-bd5fc21d6a08 · outbound

This paper cites Towards a Geometry and Analysis for Bayesian Mechanics.

Intrinsic motivation as constrained entropy maximization Towards a Geometry and Analysis for Bayesian Mechanics

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-09T10:31:46.574223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3a39ea6-63c5-4afe-8dc6-f07997e87da0 · outbound

This paper cites Sophisticated Inference.

Intrinsic motivation as constrained entropy maximization Sophisticated Inference

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.384880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 215e595e-93c7-4764-8a13-2df566e50305 · outbound

This paper cites Intrinsic Motivation in Dynamical Control Systems.

Intrinsic motivation as constrained entropy maximization Intrinsic Motivation in Dynamical Control Systems

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.370403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 543c22ee-feac-47a6-bfd7-22474010880c · outbound

This paper cites Causal Entropic Forces.

Intrinsic motivation as constrained entropy maximization Causal Entropic Forces

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T10:31:46.587561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed31ceab-2b35-4f7f-923b-7ab2fc6128db · outbound

This paper cites In Facets of Systems Science; Springer US: Boston, MA, 1991; pp.

Intrinsic motivation as constrained entropy maximization In Facets of Systems Science; Springer US: Boston, MA, 1991; pp

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-09T10:31:46.592134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 825984f2-a057-459d-bcba-9e08a12487ae · outbound

This paper cites The Predictive Mind; Oxford University Press UK: Oxford, GB, 2013.

Intrinsic motivation as constrained entropy maximization The Predictive Mind; Oxford University Press UK: Oxford, GB, 2013

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.355681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aa419bce-e741-4213-9d3b-c5f63d5241fe · outbound

This paper cites Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects.

Intrinsic motivation as constrained entropy maximization Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.340883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f81e573a-efeb-4dfe-8da1-b3af3b3a7dab · outbound

This paper cites A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive Coding Networks.

Intrinsic motivation as constrained entropy maximization A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive Coding Networks

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.325150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8813ef86-eb68-4f7e-b9f8-f168d9250a7f · outbound

This paper cites an unresolved cited work.

Intrinsic motivation as constrained entropy maximization Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-09T10:31:47.310261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e2357a45-43ad-4f92-9697-5de852ac937e · outbound

This paper cites A free energy principle for a particular physics.

Intrinsic motivation as constrained entropy maximization A free energy principle for a particular physics

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.294898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 69974f4f-722a-45dd-8c87-8b532d51651c · outbound

This paper cites Path integrals, particular kinds, and strange things.

Intrinsic motivation as constrained entropy maximization Path integrals, particular kinds, and strange things

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.279575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fe6cd779-0186-4887-be61-0a967f64663e · outbound

This paper cites A step-by-step tutorial on active inference and its application to empirical data.

Intrinsic motivation as constrained entropy maximization A step-by-step tutorial on active inference and its application to empirical data

Reference 25

Resolution: malformed identifier; no resolver link, observed 2026-08-09T10:31:46.625578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddff649c-b739-46b0-878e-b5aa8e61d26d · outbound

This paper cites Active Inference, Attention, and Motor Preparation.

Intrinsic motivation as constrained entropy maximization Active Inference, Attention, and Motor Preparation

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.264874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ed34ac7a-3a84-4882-a6da-a517f0e20a1e · outbound

This paper cites Planning as inference.

Intrinsic motivation as constrained entropy maximization Planning as inference

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-09T10:31:46.634883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c0f62d8-4491-499b-b5c6-26d93b30ef8c · outbound

This paper cites The Self-Evidencing Brain.

Intrinsic motivation as constrained entropy maximization The Self-Evidencing Brain

Reference 28

Resolution: verified exact; doi, observed 2026-08-09T10:31:46.800055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c6d51fcd-fdd7-468a-9feb-ed055e9eeda9 · outbound

This paper cites pymdp: A Python library for active inference in discrete state spaces.

Intrinsic motivation as constrained entropy maximization pymdp: A Python library for active inference in discrete state spaces

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-09T10:31:46.644616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cb12e64-26b0-4411-8053-a941fe394836 · outbound

This paper cites Whence the Expected Free Energy? Neural Computation 2021, 33, 447–482.

Intrinsic motivation as constrained entropy maximization Whence the Expected Free Energy? Neural Computation 2021, 33, 447–482

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-09T10:31:46.649448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0883ad9-abbe-4649-8bc7-39a2253d6013 · outbound

This paper cites Information Theory and Statistical Mechanics.

Intrinsic motivation as constrained entropy maximization Information Theory and Statistical Mechanics

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.249367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 30b99bde-b69b-40a4-8c81-a14b0374c8a1 · outbound

This paper cites Psychophysical Identity and Free Energy.

Intrinsic motivation as constrained entropy maximization Psychophysical Identity and Free Energy

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.236163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a050c53d-f89e-4078-a05f-4f1dcfc3490d · outbound

This paper cites Reward is not Necessary: How to Create a Modular & Compositional Self-Preserving Agent for Life-Long Learning.

Intrinsic motivation as constrained entropy maximization Reward is not Necessary: How to Create a Modular & Compositional Self-Preserving Agent for Life-Long Learning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-09T10:31:46.663162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42aa11cd-d5f6-412c-b5dc-7c2a87e055dd · outbound

This paper cites On the thermodynamics of prediction under dissipative adaptation.

Intrinsic motivation as constrained entropy maximization On the thermodynamics of prediction under dissipative adaptation

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.221643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 16ea0a65-f461-4566-b87c-c92325e4c73c · outbound

This paper cites Supervised structure learning.

Intrinsic motivation as constrained entropy maximization Supervised structure learning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-09T10:31:46.672166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33fa535c-53a2-4aae-9dc6-76e597664444 · outbound

This paper cites Generalised free energy and active inference.

Intrinsic motivation as constrained entropy maximization Generalised free energy and active inference

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.206952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2ba3617d-cf56-4310-929c-f4bc9dc634cf · outbound

This paper cites Understanding the Origin of Information-Seeking Exploration in Probabilistic Objectives for Control.

Intrinsic motivation as constrained entropy maximization Understanding the Origin of Information-Seeking Exploration in Probabilistic Objectives for Control

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-09T10:31:46.681144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a52b8ef-0e5b-4134-8480-58ec36e18700 · outbound

This paper cites Statistical physics of self-replication.

Intrinsic motivation as constrained entropy maximization Statistical physics of self-replication

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.192443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5f734b75-bae8-4e95-bb43-c651595184e1 · outbound

This paper cites Probabilistic Principles for Biophysics and Neuroscience: Entropy Production, Bayesian Mechanics & the Free-Energy Principle.

Intrinsic motivation as constrained entropy maximization Probabilistic Principles for Biophysics and Neuroscience: Entropy Production, Bayesian Mechanics & the Free-Energy Principle

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-08-09T10:31:46.876977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a7274678-71a1-435d-a706-4087f5ba3c9e · outbound

This paper cites The World as Will and Representation ; Dover Publications: New York„ 1958.

Intrinsic motivation as constrained entropy maximization The World as Will and Representation ; Dover Publications: New York„ 1958

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.176824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1e13c761-87c6-490a-a7d3-fe911612ab16 · outbound

This paper cites A Multi-scale View of the Emergent Complexity of Life: A Free-Energy Proposal.

Intrinsic motivation as constrained entropy maximization A Multi-scale View of the Emergent Complexity of Life: A Free-Energy Proposal

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T10:31:47.161251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 31d2fbe7-68b5-4b63-99a9-759293be27ca · outbound

This paper cites From pixels to planning: scale-free active inference.

Intrinsic motivation as constrained entropy maximization From pixels to planning: scale-free active inference

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-09T10:31:46.701685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e3cfe4f-0463-46d0-b7f4-62c45004157f · outbound

This paper cites Making the Thermodynamic Cost of Active Inference Explicit.

Intrinsic motivation as constrained entropy maximization Making the Thermodynamic Cost of Active Inference Explicit

Reference 43

Resolution: verified exact; doi, observed 2026-08-09T10:31:46.764950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 825d3b67-13e7-4241-960d-674d3ab13002 · outbound

This paper cites Active Inference Models Do Not Contradict Folk Psychology.Synthese 2022, 200, 1–37.

Intrinsic motivation as constrained entropy maximization Active Inference Models Do Not Contradict Folk Psychology.Synthese 2022, 200, 1–37

Reference 44

Resolution: verified exact; doi, observed 2026-08-09T10:31:46.748737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.