Active inference, computational phenomenology, and advanced meditation: Toward the formalization of the experience of meditation.
Hagar Tal, Malcolm Wright, Shawn Prest, Lars Sandved-Smith, Matthew D. Sacchet
Neuroscience & Biobehavioral Reviews March 1, 2026 DOI: 10.1016/j.neubiorev.2025.106539 (opens in new tab)
Study at a glance
AI-extracted from the abstract| Characteristics | Review Peer reviewed |
|---|---|
| Topics | Meditation Philosophy of mind |
| Keywords | Aif Advanced meditation Attention Computational phenomenology Precision weighting |
| Citations | 2 |
| Key findings | Precision weighting is identified as a common mechanism across computational models that accounts for experiential shifts in advanced meditation, though models differ in whether they emphasize top-down attentional modulation or layer-specific re-weighting. |
Abstract
Computational phenomenology has emerged as a powerful framework for investigating advanced meditation states and stages, and meditative development and endpoints. Various models have been proposed to mechanistically explain the diverse experiences associated with these practices, including enhanced well-being, shifts in attentional control, the loosening or 'defabrication' of perceptual constructions, as well as minimal phenomenal experiences and transformative meditative endpoints such as cessations. However, these models have developed in disparate directions, and an integrative understanding of the underlying mechanisms remains elusive. This review examines how computational models attempt to account for the phenomenology of advanced meditation, with a particular focus on Active Inference as a modeling framework. We identify precision weighting, the confidence attributed to different model parameters, as a common mechanism across models, shaping experiential shifts. Furthermore, we observe a marked difference between early models, which emphasize top-down attentional modulation toward interoception or specific focus objects, and later models which center on layer-specific precision re-weighting within the meditator's hierarchical generative model and target more specific phenomenology. These differences arise from variations in the models' aims, scope, and definitions of contemplative practice. Despite increased interest in minimal phenomenal experience, related states and formal endpoints such as nonduality and cessations remain largely unaddressed. Few models tackle reported increases in cognitive flexibility and learning from meditation, while fundamental mechanisms behind informal practice and affective processes, and processes underlying compassion traditions, remain underexplored. Addressing these gaps is crucial for refining computational models of advanced meditation and informing our understanding of its cognitive, affective, and experiential effects.
Comparable studies
Other narrative reviews on philosophy of mind, most cited first.
| Study | Year | Design | Participants |
|---|---|---|---|
| Body Consciousness: A Philosophy of Mindfulness and Somaesthetics | 2008 | Review article | |
| Phenomenology, Structure, and Dynamic of Psychedelic States | 2016 | Review | |
| Classic Hallucinogens and Mystical Experiences: Phenomenology and Neural Correlates. | 2018 | Review | |
| The lived experience of psychosis: a bottom-up review co-written by experts by experience and academics. Individuals with lived experience of psychosis, family members, and carers | 2022 | Co-written bottom-up review | |
| From autopoiesis to neurophenomenology: Francisco Varela's exploration of the biophysics of being. | 2003 | Review |
Citations in the library
Cited by 4
- Learning to attenuate myself: a predictive processing account of body-scan meditation and the dissolution of bodily boundaries. Neuroscience of Consciousness February 19, 2026
- Toward an interdisciplinary mind science of advanced meditation. Trends in Cognitive Sciences September 9, 2026
- Brain criticality and advanced meditation “cessation” events: An intensively sampled electroencephalography case study IBRO Neuroscience Reports August 1, 2026
- Functional sufficiency in VR: achieving non-corporeal embodiment. Frontiers in Systems Neuroscience 2026
Cites 68
- Interoceptive inference, emotion, and the embodied self Trends in Cognitive Sciences October 12, 2013
- REBUS and the Anarchic Brain: Toward a Unified Model of the Brain Action of Psychedelics Pharmacological Reviews June 20, 2019
- Active interoceptive inference and the emotional brain Philosophical transactions of the Royal Society of London. Series B, Biological sciences October 11, 2016
- Investigating the phenomenological matrix of mindfulness-related practices from a neurocognitive perspective. American Psychologist October 1, 2015
- Interoception, contemplative practice, and health Frontiers in Psychology June 9, 2015
and 63 more in the library