#MetaControl
Excited that my paper on metacontrol in humans and neural networks with @summerfieldlab.bsky.social and @lhuntneuro.bsky.social is out in PNAS! We examine the way that predictive representations of control enable behavioral adaptation across settings, and pathologies: www.pnas.org/doi/10.1073/...
March 26, 2026 at 12:38 AM
Looking forward to giving a Contributed Talk at #CCN2025 @cogcompneuro.bsky.social tomorrow on this study!

Come and say hi if you're at the conference, or watch the livestream here (10am BST / 11am CET) 👉 hva-uva.cloud.panopto.eu/Panopto/Page...
August 13, 2025 at 7:16 PM
Contributed talks on Metacontrol & flexibility in inference and decision-making starting at 10:00am.
📺 Watch live: hva-uva.cloud.panopto.eu/Panopto/Page...
August 14, 2025 at 7:46 AM
New in cognitive psychology: Escaping the Metacontrol See-saw: Dissociating Metacontrol via Top-down Modulation doi.org/10.1525/coll...
Escaping the Metacontrol See-saw: Dissociating Metacontrol via Top-down Modulation
Cognitive flexibility involves switching between tasks, while cognitive stability involves maintaining focus on a task and resisting distractions. Traditionally, these constructs are seen as endpoints...
doi.org
March 13, 2025 at 6:02 PM
🚨This Thursday Computational Psychiatry seminar at the MPC is given by Dr. Wouter Kool @wouterkool.bsky.social: "Metacontrol is guided by task structure”.
DM @yanivabir.bsky.social to join (Th 8th May, 2.00 pm UK time)
#compsy #compneuro
@imagingneuroucl.bsky.social
May 6, 2025 at 10:41 AM
Contributed talks on Metacontrol & flexibility in inference and decision-making starting at 10:00am.
📺 Watch live: hva-uva.cloud.panopto.eu/Panopto/Page...
August 14, 2025 at 7:46 AM
"One promising alternative is metacontrol theory – a framework that makes a conceptual shift away from the idea of ‘mental resources’ to mental modes."

psyche.co/ideas/no-wil...
No, willpower isn’t a muscle – here’s a better way to think of it | Psyche Ideas
The muscle metaphor based on ego-depletion theory hasn’t survived scrutiny. But there’s an alternative that holds promise
psyche.co
January 23, 2026 at 7:24 PM
also a review looking more generality at persisitence v flexibility across these two groups (again not sure quality of evidence in any single study!) : www.sciencedirect.com/science/arti...
The social transmission of metacontrol policies: Mechanisms underlying the interpersonal transfer of persistence and flexibility
Humans often face binary cognitive-control dilemmas, with the choice between persistence and flexibility being a crucial one. Tackling these dilemmas …
www.sciencedirect.com
June 4, 2025 at 4:13 PM
🧠 How do mind-wandering and cognitive control interact?
Using our Starstim, HD-tDCS over the left DLPFC increased persistence-style control without altering mind-wandering rate.
📄 Read the full study here: www.authorea.com/doi/full/10....
#tDCS #MindWandering #CognitiveControl #Neurotech
The interplay between metacontrol and mind-wandering. Evidence from an HD-tDCS study
The metacontrol framework claims that cognitive control operates along a continuum between persistence and flexibility. While spontaneous mind-wandering is often considered a failure of control, emerg...
www.authorea.com
October 17, 2025 at 7:55 AM
I signed out of all META social media on Monday the 20th.
I tapped the icon on my phone and it took me to my page. I didn't sign back in. Strange that I didn't need to sign back in. #metacontrol
January 29, 2025 at 12:38 PM
New paper alert: A new study by Corey Nack
and Chiu Yu-Chin (Purdue) published in advances.in/psychology challenges the traditional view of flexibility and stability in metacontrol as a unidimensional spectrum, introducing a dual-dimension framework. advances.in/psychology/1...
Cognitive flexibility and stability at the task-set level: A dual-dimension framework
Exploring the dual-dimension framework in metacontrol, this study suggests independent variability of cognitive flexibility and stability.
advances.in
December 8, 2023 at 2:53 PM
Also worth noting that at least 2 more papers called for similar ideas: advances.in/psychology/1...; sciencedirect.com/science/arti.... They make important points, but I don't see the need to abandon the trade-off idea, which as the second paper notes is likely very task-specific. (6/7)
Cognitive flexibility and stability at the task-set level: A dual-dimension framework
Exploring the dual-dimension framework in metacontrol, this study suggests independent variability of cognitive flexibility and stability.
advances.in
September 17, 2024 at 10:12 AM
How do effortful strategies become automatic metacognitive skills?

Join our next Gearshift Spotlight with Brendan Conway-Smith on

**Metacognitive Skill Learning in Humans and Artificial Agents.**

📅 July 21, 12 p.m. EDT / 6 p.m. CEST
💻 Online 👇

#AdaptiveIntelligence #Agency #MetaControl
July 16, 2026 at 9:52 AM
🧠😊

🔓 Xu, X., Zhu, X., Jiang, M., Li, Z., Fu, X., Colzato, L., & Hommel, B. (2026). Positive affect increases aperiodic brain activity. Psychological Research, 90, Article 43. doi.org/10.1007/s004...
Positive affect increases aperiodic brain activity - Psychological Research
Metacontrol refers to the capacity to effectively balance persistence and flexibility according to situational circumstances. Recent studies suggest a crucial role of cortical noise in metacontrol by…
doi.org
March 17, 2026 at 6:18 PM
🔓 Xu, X., Zhu, X., Jiang, M., Li, Z., Fu, X., Colzato, L., & Hommel, B. (2025, June 4). Metacontrol and emotion: Negative affect reduces aperiodic brain activity. doi.org/10.31219/osf...
OSF
doi.org
June 13, 2025 at 7:03 PM
Morning contributed talks (10:00am-12:00pm) span four sessions:
🔬 Visual Processing in Brains and Models I
🔬 Metacontrol & flexibility in inference and decision-making
🔬 Audition and Language
🔬 Cognitive and Neural Mechanisms of Social Behavior
August 14, 2025 at 6:09 AM
Neurocognitive Dynamics Underlying Penalty-induced Boosting of Proactive Metacontrol and Its Influence on Reactive Metacontrol
AbstractMetacontrol states involve adapting cognitive control to contextual demands—being more flexible in frequent task-switching environments or more stable in those with infrequent switching. While these metacontrol states can be engaged proactively in anticipation or reactively in response to specific contexts, how these two metacontrol modes interact remains unclear. To address this question, we recorded EEG measures of brain activity during a task-switching paradigm in which we manipulated proactive metacontrol via block-level incentives (baseline vs. penalty). Within blocks, some images occurred more frequently on switch trials and others on repeat trials, which we expected to elicit reactive metacontrol adjustments. This design enabled us to investigate how block-level proactive metacontrol influences reactive metacontrol in response to image-specific switch demands. We found that during the penalty block, designed to enhance proactive processing, greater slow negative-polarity ERP waves (contingent negative variation waves) were elicited before the onset of the image and task cue, which have been associated with preparatory attention and improved task-switching efficiency. Moreover, the penalty block showed image-specific metacontrol adjustments or “reactive metacontrol,” as reflected by modulations in the N2 and the late positive component EEG waves during image and task-cue presentation. Together, these findings support theoretical frameworks suggesting that heightened preparatory attentional control—such as that induced by penalty-based incentives—can serve to enhance stimulus feature-binding mechanisms critical for reactive metacontrol learning and instantiation.
dlvr.it
February 12, 2026 at 4:21 AM
Neurophysiological Dynamics of Metacontrol States: EEG Insights into Conflict Regulation https://www.biorxiv.org/content/10.1101/2024.09.28.615633v1
Neurophysiological Dynamics of Metacontrol States: EEG Insights into Conflict Regulation https://www.biorxiv.org/content/10.1101/2024.09.28.615633v1
Understanding the neural mechanisms underlying metacontrol and conflict regulation is crucial for in
www.biorxiv.org
October 1, 2024 at 12:16 AM
Neurophysiological Dynamics of Metacontrol States: EEG Insights into Conflict Regulation https://www.biorxiv.org/content/10.1101/2024.09.28.615633v1
Neurophysiological Dynamics of Metacontrol States: EEG Insights into Conflict Regulation https://www.biorxiv.org/content/10.1101/2024.09.28.615633v1
Understanding the neural mechanisms underlying metacontrol and conflict regulation is crucial for in
www.biorxiv.org
October 1, 2024 at 12:16 AM
‘Ego depletion’—willpower as a muscle that can get fatigued—does not survive scrutiny.

A better way to consider willpower, argues Alberto De Luca, is ‘metacontrol theory’—not mental *resources* but mental *modes*: persistence, and flexibility.

buff.ly/iCSIwkv
March 5, 2026 at 12:28 PM