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Active Inference: A Process Theory

https://doi.org/10.1162/neco_a_00912
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Dopamine, reward learning, and active inference
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Planning to Avoid Ambiguous States Through Gaussian Approximations to Non-linear Sensors in Active Inference Agents
inferred← citeshttps://doi.org/10.1007/978-3-031-77138-5_16openalex-snapshot
Modeling Sustainable Resource Management Using Active Inference
inferred← citeshttps://doi.org/10.1007/978-3-031-77138-5_17openalex-snapshot
Contextuality, Cognitive Engagement, and Active Inference
inferred← citeshttps://doi.org/10.1007/978-3-031-82481-4_33openalex-snapshot
Active Inference Meeting Energy-Efficient Control of Parallel and Identical Machines
inferred← citeshttps://doi.org/10.1007/978-3-031-95615-7_16openalex-snapshot
Brains, Bodies, and Their Worlds: Towards a Model of Predictive Social Actors
inferred← citeshttps://doi.org/10.1007/978-3-031-96325-4_4openalex-snapshot
Schema Mechanisms 2.0 for Developmental Artificial Intelligence
inferred← citeshttps://doi.org/10.1007/978-3-031-96325-4_5openalex-snapshot
Intrinsic Motivation for Artificial Agents
inferred← citeshttps://doi.org/10.1007/978-3-031-97263-8_2openalex-snapshot
Generic Quantum Systems
inferred← citeshttps://doi.org/10.1007/978-3-031-97263-8_8openalex-snapshot
Active Inference and Self-organizing Systems
inferred← citeshttps://doi.org/10.1007/978-3-031-98635-2_6openalex-snapshot
Psychosocial Problems: The Spectrum Model
inferred← citeshttps://doi.org/10.1007/978-3-032-05420-3_11openalex-snapshot
From the Concept of Life to Neural Processing
inferred← citeshttps://doi.org/10.1007/978-3-032-11596-6_3openalex-snapshot
Biomimetic AI and the Brain
inferred← citeshttps://doi.org/10.1007/978-3-032-16955-6_11openalex-snapshot
Dynamic Attentional Agents in Focused Attention Meditation: Hierarchical Computational Modeling of Expert-Novice Differences
inferred← citeshttps://doi.org/10.1007/978-3-032-16955-6_20openalex-snapshot
Free-Gate: Planning, Control and Policy Composition via Free Energy Gating
inferred← citeshttps://doi.org/10.1007/978-3-032-16955-6_23openalex-snapshot
Demonstration of Making Humans Recognize Intentions of Robot Actions Through Active Inference
inferred← citeshttps://doi.org/10.1007/978-3-032-16955-6_7openalex-snapshot
Diffusion-Generated Latent Spaces for Continuous Amortized Active Inference Agents: A Mathematical Framework
inferred← citeshttps://doi.org/10.1007/978-3-032-16955-6_8openalex-snapshot
Deep Active Inference with Neural Stochastic Differential Equations
inferred← citeshttps://doi.org/10.1007/978-3-032-26496-1_3openalex-snapshot
Strategic Adaptation and the Dynamics of Performance: A Functional Theory of the Firm
inferred← citeshttps://doi.org/10.1007/978-3-032-30813-9_15openalex-snapshot
Seeing the Wood for the Trees: Rethinking AI Ethics Beyond Anthropocentrism
inferred← citeshttps://doi.org/10.1007/978-3-032-33195-3_7openalex-snapshot
Trace Fields as Externalized Memory: A Stigmergic Multi-agent Simulation of Distributed Control and Trace-Ecology Governance
inferred← citeshttps://doi.org/10.1007/978-3-319-56015-1_411-1openalex-snapshot
Delusion and Dopamine: Neuronal Insights in Psychotropic Drug Therapy
inferred← citeshttps://doi.org/10.1007/978-3-319-68600-4_27openalex-snapshot
Inferring Adaptive Goal-Directed Behavior Within Recurrent Neural Networks
inferred← citeshttps://doi.org/10.1007/978-3-319-68600-4_31openalex-snapshot
Inherently Constraint-Aware Control of Many-Joint Robot Arms with Inverse Recurrent Models
inferred← citeshttps://doi.org/10.1007/978-3-319-98390-5_231-1openalex-snapshot
Surprise
inferred← citeshttps://doi.org/10.1007/978-3-319-99695-0_29openalex-snapshot
Convolutional Neural Networks for Finance Image Classification
inferred← citeshttps://doi.org/10.1007/978-3-662-74590-8_1openalex-snapshot
Lagebericht
inferred← citeshttps://doi.org/10.1007/978-981-15-2568-1_93openalex-snapshot
Personality Feature Model of Innovation Motivation and Innovation Ability Based on Big Data Analysis
inferred← citeshttps://doi.org/10.1007/978-981-15-5124-6_6openalex-snapshot
Learning from Visual-Based Teleoperation Demonstration
inferred← citeshttps://doi.org/10.1007/978-981-19-2281-7_47openalex-snapshot
Hybrid Deep Learning Approach for Brain Tumor Segmentation and Classification
inferred← citeshttps://doi.org/10.1007/978-981-92-0971-2_28openalex-snapshot
Active Inference Based Safe Adaptive Position Control for Quadrotor
inferred← citeshttps://doi.org/10.1007/978-981-99-0479-2_260openalex-snapshot
Adaptive Control of Uncertain Systems with Input Delay Based on Active Inference
inferred← citeshttps://doi.org/10.1007/978-981-99-6547-2_28openalex-snapshot
A Framework for Picture Categorisation Primarily Examines the Possibilities of ELM
inferred← citeshttps://doi.org/10.1007/s00146-026-03197-1openalex-snapshot
Predictive brains in hyperreal worlds: how XR exploits the indifference to being
inferred← citeshttps://doi.org/10.1007/s00158-020-02788-wopenalex-snapshot
Two-stage convolutional encoder-decoder network to improve the performance and reliability of deep learning models for topology optimization
inferred← citeshttps://doi.org/10.1007/s00213-019-05240-0openalex-snapshot
The computational pharmacology of oculomotion
inferred← citeshttps://doi.org/10.1007/s00213-019-05282-4openalex-snapshot
Computational approaches and machine learning for individual-level treatment predictions
inferred← citeshttps://doi.org/10.1007/s00213-019-05300-5openalex-snapshot
Modeling subjective belief states in computational psychiatry: interoceptive inference as a candidate framework
inferred← citeshttps://doi.org/10.1007/s00421-025-05855-6openalex-snapshot
The myth of the Bayesian brain
inferred← citeshttps://doi.org/10.1007/s00422-017-0714-1openalex-snapshot
You cannot speak and listen at the same time: a probabilistic model of turn-taking
inferred← citeshttps://doi.org/10.1007/s00422-018-0753-2openalex-snapshot
Planning and navigation as active inference
inferred← citeshttps://doi.org/10.1007/s00422-018-0785-7openalex-snapshot
Deep active inference
inferred← citeshttps://doi.org/10.1007/s00422-019-00805-wopenalex-snapshot
Generalised free energy and active inference
inferred← citeshttps://doi.org/10.1007/s00426-022-01785-6openalex-snapshot
The social roots of self development: from a bodily to an intellectual interpersonal dialogue
inferred← citeshttps://doi.org/10.1007/s00426-023-01900-1openalex-snapshot
Action imagery as active inference: a commentary on Rieger et al. (2023)
inferred← citeshttps://doi.org/10.1007/s00429-019-01884-yopenalex-snapshot
Validity expectancies shape the interplay of cueing and task demands during inhibitory control associated with right inferior frontal regions
inferred← citeshttps://doi.org/10.1007/s00521-019-04385-5openalex-snapshot
An image classification framework exploring the capabilities of extreme learning machines and artificial bee colony
inferred← citeshttps://doi.org/10.1007/s00521-020-04816-8openalex-snapshot
Evaluating the retest reproducibility of intrinsic connectivity network using multivariate correlation coefficient
inferred← citeshttps://doi.org/10.1007/s00607-026-01723-zopenalex-snapshot
Minimal AIF-inspired response control for evidence-aware and dependable LLM behavior
inferred← citeshttps://doi.org/10.1007/s10072-024-07395-xopenalex-snapshot
A new perspective on positive symptoms: expression of damage or self-defence mechanism of the brain?
inferred← citeshttps://doi.org/10.1007/s10339-026-01337-5openalex-snapshot
Perceiving the uncertain: predictive coding and individual differences in the dynamics of multistable perception
inferred← citeshttps://doi.org/10.1007/s10489-020-01890-2openalex-snapshot
A novel online sequential extreme learning machine with L2,1-norm regularization for prediction problems
inferred← citeshttps://doi.org/10.1007/s10489-025-06547-6openalex-snapshot
VFE: A large-scale video future event description dataset for evaluating video temporal prediction
inferred← citeshttps://doi.org/10.1007/s10539-020-09746-2openalex-snapshot
From allostatic agents to counterfactual cognisers: active inference, biological regulation, and the origins of cognition
inferred← citeshttps://doi.org/10.1007/s10539-021-09807-0openalex-snapshot
The math is not the territory: navigating the free energy principle
inferred← citeshttps://doi.org/10.1007/s10539-021-09818-xopenalex-snapshot
Non-equilibrium thermodynamics and the free energy principle in biology
inferred← citeshttps://doi.org/10.1007/s10539-021-09819-wopenalex-snapshot
Unlimited associative learning and the origins of consciousness: the missing point of view
inferred← citeshttps://doi.org/10.1007/s10608-025-10588-zopenalex-snapshot
Metacognitive Feelings of Epistemic Gain are Central to the Understanding of Psychedelic-Induced Mystical-Type Experiences
inferred← citeshttps://doi.org/10.1007/s10773-023-05406-9openalex-snapshot
Separability, Contextuality, and the Quantum Frame Problem
inferred← citeshttps://doi.org/10.1007/s10879-022-09576-1openalex-snapshot
The Therapeutic Alliance as Active Inference: The Role of Trust and Self-Efficacy
inferred← citeshttps://doi.org/10.1007/s11023-017-9441-6openalex-snapshot
Predictive Processing and the Representation Wars
inferred← citeshttps://doi.org/10.1007/s11023-021-09559-6openalex-snapshot
Are Generative Models Structural Representations?
inferred← citeshttps://doi.org/10.1007/s11023-024-09697-7openalex-snapshot
The Inherent Normativity of Concepts
inferred← citeshttps://doi.org/10.1007/s11023-026-09773-0openalex-snapshot
Higher-Level Cognition Under Predictive Processing: Structural Representations and Grounded Cognition
inferred← citeshttps://doi.org/10.1007/s11023-026-09801-zopenalex-snapshot
Bayesian Descriptions are not Mechanisms: Predictive Processing and the Realisation Gap in Embodied Neural Dynamics
inferred← citeshttps://doi.org/10.1007/s11036-019-01243-5openalex-snapshot
A New Deep Learning-Based Handwritten Character Recognition System on Mobile Computing Devices
inferred← citeshttps://doi.org/10.1007/s11063-018-9890-9openalex-snapshot
Robust Extreme Learning Machines with Different Loss Functions
inferred← citeshttps://doi.org/10.1007/s11097-017-9556-5openalex-snapshot
Pragmatism and the predictive mind
inferred← citeshttps://doi.org/10.1007/s11097-025-10097-0openalex-snapshot
Atmospheres and extended feelings
inferred← citeshttps://doi.org/10.1007/s11097-025-10108-0openalex-snapshot
Embodied bayesian: A new philosophical exploration framework of action prediction in sports
inferred← citeshttps://doi.org/10.1007/s11097-025-10126-yopenalex-snapshot
Predictive hermeneutics: bias, culture, and the predictive mind
inferred← citeshttps://doi.org/10.1007/s11098-021-01722-0openalex-snapshot
Is the brain an organ for free energy minimisation?
inferred← citeshttps://doi.org/10.1007/s11229-017-1578-6openalex-snapshot
From symbols to icons: the return of resemblance in the cognitive neuroscience revolution
inferred← citeshttps://doi.org/10.1007/s11229-017-1583-9openalex-snapshot
The feeling of grip: novelty, error dynamics, and the predictive brain
inferred← citeshttps://doi.org/10.1007/s11229-018-1768-xopenalex-snapshot
Predictive coding and thought
inferred← citeshttps://doi.org/10.1007/s11229-019-02115-xopenalex-snapshot
Multiscale integration: beyond internalism and externalism
inferred← citeshttps://doi.org/10.1007/s11229-019-02243-4openalex-snapshot
Computational enactivism under the free energy principle
inferred← citeshttps://doi.org/10.1007/s11229-020-02622-2openalex-snapshot
Self-supervision, normativity and the free energy principle
inferred← citeshttps://doi.org/10.1007/s11229-020-02678-0openalex-snapshot
Explaining “spatial purport of perception”: a predictive processing approach
inferred← citeshttps://doi.org/10.1007/s11229-020-02986-5openalex-snapshot
Embodied skillful performance: where the action is
inferred← citeshttps://doi.org/10.1007/s11229-021-03140-5openalex-snapshot
Modelling ourselves: what the free energy principle reveals about our implicit notions of representation
inferred← citeshttps://doi.org/10.1007/s11229-022-03480-wopenalex-snapshot
Active inference models do not contradict folk psychology
inferred← citeshttps://doi.org/10.1007/s11229-022-03797-6openalex-snapshot
Can predictive processing explain self-deception?
inferred← citeshttps://doi.org/10.1007/s11229-022-03837-1openalex-snapshot
Motivation, counterfactual predictions and constraints: normativity of predictive mechanisms
inferred← citeshttps://doi.org/10.1007/s11229-022-03891-9openalex-snapshot
Testable or bust: theoretical lessons for predictive processing
inferred← citeshttps://doi.org/10.1007/s11229-023-04089-3openalex-snapshot
Entropy, prediction and the cultural ecosystem of human cognition
inferred← citeshttps://doi.org/10.1007/s11229-023-04292-2openalex-snapshot
Incorporating (variational) free energy models into mechanisms: the case of predictive processing under the free energy principle
inferred← citeshttps://doi.org/10.1007/s11229-023-04380-3openalex-snapshot
Synthesising boredom: a predictive processing approach
inferred← citeshttps://doi.org/10.1007/s11229-024-04566-3openalex-snapshot
Natural language syntax complies with the free-energy principle
inferred← citeshttps://doi.org/10.1007/s11229-024-04778-7openalex-snapshot
Neuroidealism, perceptual acquaintance and the Kantian roots of predictive processing
inferred← citeshttps://doi.org/10.1007/s11229-024-04858-8openalex-snapshot
Naturalizing normativity: neopragmatist reflections on mental disorder
inferred← citeshttps://doi.org/10.1007/s11229-025-04924-9openalex-snapshot
Shifting boundaries, extended minds: ambient technology and extended allostatic control
inferred← citeshttps://doi.org/10.1007/s11229-026-05669-9openalex-snapshot
Depression as a disorder of abductive agency: an active inference account
inferred← citeshttps://doi.org/10.1007/s11571-020-09628-zopenalex-snapshot
Fast fronto-parietal cortical dynamics of conflict detection and context updating in a flanker task
inferred← citeshttps://doi.org/10.1007/s11571-020-09637-yopenalex-snapshot
The thermodynamic brain and the evolution of intellect: the role of mental energy
inferred← citeshttps://doi.org/10.1007/s11571-023-09963-xopenalex-snapshot
Generative models for sequential dynamics in active inference
inferred← citeshttps://doi.org/10.1007/s11571-024-10171-4openalex-snapshot
Perceptual information processing in table tennis players: based on top-down hierarchical predictive coding
inferred← citeshttps://doi.org/10.1007/s11577-024-00936-4openalex-snapshot
Active Inference and Social Actors: Towards a Neuro-Bio-Social Theory of Brains and Bodies in Their Worlds
inferred← citeshttps://doi.org/10.1007/s11709-021-0725-9openalex-snapshot
Automated classification of civil structure defects based on convolutional neural network
inferred← citeshttps://doi.org/10.1007/s11760-020-01703-6openalex-snapshot
Fast identification method for express end sorting label code based on convolutional recurrent neural network
inferred← citeshttps://doi.org/10.1007/s11948-023-00457-xopenalex-snapshot
Playing Brains: The Ethical Challenges Posed by Silicon Sentience and Hybrid Intelligence in DishBrain
inferred← citeshttps://doi.org/10.1007/s12136-022-00533-0openalex-snapshot
The Cognitive Basis of the Conditional Probability Solution to the Value Problem for Reliabilism
inferred← citeshttps://doi.org/10.1007/s12145-020-00553-7openalex-snapshot
A new optimal image smoothing method based on generalized discrete iterated Laplacian minimization and its application in the analysis of earth’s surface using satellite remote sensing imagery
inferred← citeshttps://doi.org/10.1007/s12304-026-09661-1openalex-snapshot
Review of: The Routledge Handbook of Semiosis and the Brain–A Social Semiotic Critique
inferred← citeshttps://doi.org/10.1007/s12559-026-10575-wopenalex-snapshot
A Derived Functional Framework for Cognitive Computational Learning System
inferred← citeshttps://doi.org/10.1007/s13164-021-00578-xopenalex-snapshot
Conscious Self-Evidencing
inferred← citeshttps://doi.org/10.1007/s13164-021-00579-wopenalex-snapshot
Active Inference as a Computational Framework for Consciousness
inferred← citeshttps://doi.org/10.1007/s13164-022-00638-wopenalex-snapshot
Pre-Reflective Self-Consciousness & Projective Geometry
inferred← citeshttps://doi.org/10.1007/s13369-020-04761-7openalex-snapshot
A Novel Hybrid Fuzzy PD-TID Controller for Load Frequency Control of a Standalone Microgrid
inferred← citeshttps://doi.org/10.1007/s13752-022-00426-wopenalex-snapshot
Many Paths to Anticipatory Behavior: Anticipatory Model Acquisition Across Phylogenetic and Ontogenetic Timescales
inferred← citeshttps://doi.org/10.1007/s40747-024-01741-4openalex-snapshot
MKER: multi-modal knowledge extraction and reasoning for future event prediction
inferred← citeshttps://doi.org/10.1007/s40860-026-00278-2openalex-snapshot
ACID: beta-testing active inference for active cyber-defence
inferred← citeshttps://doi.org/10.1007/s41470-020-00070-4openalex-snapshot
Can the Fermionic Mind Hypothesis (FMH) Explain Consciousness? The Physics of Selfhood
inferred← citeshttps://doi.org/10.1007/s41470-020-00074-0openalex-snapshot
Thermodynamic Implications of the Fermionic Mind Hypothesis
inferred← citeshttps://doi.org/10.1007/s42761-026-00363-yopenalex-snapshot
When Threat Comes from Within: First Evidence that Anticipatory Emotion Impairs Working Memory
inferred← citeshttps://doi.org/10.1007/s42979-021-00614-8openalex-snapshot
FishResNet: Automatic Fish Classification Approach in Underwater Scenario
inferred← citeshttps://doi.org/10.1007/s44192-024-00117-xopenalex-snapshot
Are mental dysfunctions autonomous from brain dysfunctions? A perspective from the personal/subpersonal distinction
inferred← citeshttps://doi.org/10.1007/s44436-025-00019-xopenalex-snapshot
From lab to classroom: the rise of interpersonal neural synchronization in educational neuroscience
inferred← citeshttps://doi.org/10.1016/b978-0-12-812098-9.00018-8openalex-snapshot
Realigning Models of Habitual and Goal-Directed Decision-Making
inferred← citeshttps://doi.org/10.1016/b978-0-12-815298-0.00004-6openalex-snapshot
Decision-making deficits in substance use disorders
inferred← citeshttps://doi.org/10.1016/b978-0-12-819200-9.00010-7openalex-snapshot
Integrating Cybernetic Big Five Theory with the free energy principle: A new strategy for modeling personalities as complex systems
inferred← citeshttps://doi.org/10.1016/b978-0-12-820480-1.00058-9openalex-snapshot
Meta-control
inferred← citeshttps://doi.org/10.1016/b978-0-12-821343-8.00021-6openalex-snapshot
Human perception and neurocognitive development across the lifespan
inferred← citeshttps://doi.org/10.1016/b978-0-12-821343-8.00030-7openalex-snapshot
Bibliography
inferred← citeshttps://doi.org/10.1016/b978-0-12-821935-5.00040-5openalex-snapshot
Baseline model of cognition I
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Visual Semiotics
inferred← citeshttps://doi.org/10.1016/bs.acdb.2026.03.002openalex-snapshot
Early behavioral development as the structuring of sensorimotor information
inferred← citeshttps://doi.org/10.1016/bs.acdb.2026.04.002openalex-snapshot
Embodied predictive processing: A unifying generative principle for cognitive development
inferred← citeshttps://doi.org/10.1016/bs.host.2022.03.005openalex-snapshot
Geometric methods for sampling, optimization, inference, and adaptive agents
inferred← citeshttps://doi.org/10.1016/bs.plm.2024.03.004openalex-snapshot
Reading emotions from language: A hypothesis on their reciprocal relationship
inferred← citeshttps://doi.org/10.1016/j.aap.2024.107460openalex-snapshot
Modeling road user response timing in naturalistic traffic conflicts: A surprise-based framework
inferred← citeshttps://doi.org/10.1016/j.actpsy.2025.105275openalex-snapshot
Dual attentional processing of task-irrelevant information
inferred← citeshttps://doi.org/10.1016/j.actpsy.2025.105826openalex-snapshot
The role of eco-physical variables for analyzing and modeling goal-directed behavior in sport
inferred← citeshttps://doi.org/10.1016/j.asoc.2023.110909openalex-snapshot
MidGAN: Mutual information in GAN-based dialogue models
inferred← citeshttps://doi.org/10.1016/j.bandc.2019.105495openalex-snapshot
Embodying addiction: A predictive processing account
inferred← citeshttps://doi.org/10.1016/j.bandl.2017.08.004openalex-snapshot
Tone-grammar association within words: Concurrent ERP and fMRI show rapid neural pre-activation and involvement of left inferior frontal gyrus in pseudoword processing
inferred← citeshttps://doi.org/10.1016/j.bbi.2021.10.019openalex-snapshot
Inflammatory reactivity to the influenza vaccine is associated with changes in automatic social behavior
inferred← citeshttps://doi.org/10.1016/j.bbr.2019.112421openalex-snapshot
Active inference, stressors, and psychological trauma: A neuroethological model of (mal)adaptive explore-exploit dynamics in ecological context
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