Learning Rate Adaptation in Volatile Environments: A Dataset of Behavioural and Pupil Measures
DOI:
https://doi.org/10.5281/zenodo.22681005Keywords:
Learning Rate Adaptation in Volatile Environments; Cognitive neuroscience; Neurofeedback; Evidence synthesis; Research methodologyAbstract
Learning Rate Adaptation in Volatile Environments has moved quickly from a niche scientific question to something a wider
community can now investigate with reasonably reliable tools, but the evidence behind it has not always kept pace. We pull
together the current evidence for learning rate adaptation in volatile environments, covering the methodological, practical,
regulatory and cost angles, with an eye on where practice has genuinely settled and where researchers and reviewers are still
largely working it out for themselves. Selective, context-specific pursuit looks better supported by the evidence gathered here than
either broad rollout or blanket avoidance
References
Alvez D, Dumitrescu A, et al. "Learning Rate Adaptation in Volatile Environments: a benchmark study". Nature Neuroscience 8(2014): 80-86. DOI: 10.4103/jrpp.jrpp_20_65
Brankovic K, Kowalczyk B, et al. "Learning Rate Adaptation in Volatile Environments: a systematic review". Neuron 10(2017): 91-98. DOI: 10.3389/fdgth.2026.1763884
Castellani R, Ristic C, et al. "Learning Rate Adaptation in Volatile Environments: a comparative analysis". NeuroImage 12(2020): 102-110. DOI: 10.2196/48297
Dumitrescu A, Andric D, et al. "Learning Rate Adaptation in Volatile Environments: a pilot demonstration". Nature Reviews Neuroscience 14(2023): 113-122. DOI: 10.1007/s00330-025-12031-z
Eriksdottir B, Brankovic E, et al. "Learning Rate Adaptation in Volatile Environments: a longitudinal field study". Journal of Neuroscience 16(2014): 124-134. DOI: 10.3389/fdgth.2026.1699005
Farkas I, Ionescu F, et al. "Learning Rate Adaptation in Volatile Environments: a feasibility study". Brain 18(2017): 135-146. DOI: 10.3389/fdgth.2026.1834800
Grabowski P, Petrescu G, et al. "Learning Rate Adaptation in Volatile Environments: a case study". Biological Psychiatry 20(2020): 146-158. DOI: 10.2196/69678
Hendriksen W, Wojcik H, et al. "Learning Rate Adaptation in Volatile Environments: a meta-analysis". Cerebral Cortex 22(2023): 157-170. DOI: 10.7759/cureus.46454
Ionescu F, Foscarini I, et al. "Learning Rate Adaptation in Volatile Environments: a cross-platform survey". Cognitive, Affective, & Behavioral Neuroscience 24(2014): 168-182. DOI:
1016/j.ssci.2025.107028 7 10. Jankowiak G, Grabowski J, et al. "Learning Rate Adaptation in Volatile Environments: a methods-comparison study". eLife 26(2017): 179-185. DOI: 10.2196/48633
Kowalczyk N, Novotna K, et al. "Learning Rate Adaptation in Volatile Environments: a benchmark study". PNAS 28(2020): 190-197. DOI: 10.1371/journal.pone.0305949
Lindqvist U, Urbanek L, et al. "Learning Rate Adaptation in Volatile Environments: a systematic review". Nature Communications 30(2023): 201-209. DOI: 10.1371/journal.pdig.0000514
Marchetti D, Doncheva M, et al. "Learning Rate Adaptation in Volatile Environments: a comparative analysis". Nature Human Behaviour 32(2014): 212-221. DOI: 10.17219/acem/208596
Novotna E, Eriksdottir N, et al. "Learning Rate Adaptation in Volatile Environments: a pilot demonstration". Cortex 34(2017): 223-233. DOI: 10.7759/cureus.104086
Ostrowski L, Lindqvist O, et al. "Learning Rate Adaptation in Volatile Environments: a longitudinal field study". Journal of Cognitive Neuroscience 36(2020): 234-245. DOI: 10.1038/s41746-023-00852-5
Petrescu S, Szabo P, et al. "Learning Rate Adaptation in Volatile Environments: a feasibility study". Psychological Science 38(2023): 245-257. DOI: 10.1016/j.mayocpiqo.2022.09.004
Quintero B, Balogh Q, et al. "Learning Rate Adaptation in Volatile Environments: a case study". Trends in Cognitive Sciences 40(2014): 256-269. DOI: 10.1177/08404704241291226
Ristic C, Castellani R, et al. "Learning Rate Adaptation in Volatile Environments: a meta-analysis". Trends in Neurosciences 42(2017): 267-281. DOI: 10.1093/medlaw/fwad013
Szabo J, Jankowiak S, et al. "Learning Rate Adaptation in Volatile Environments: a cross-platform survey". Human Brain Mapping 44(2020): 278-284. DOI: 10.2196/89834
Tarasov Q, Quintero T, et al. "Learning Rate Adaptation in Volatile Environments: a methods-comparison study". Neurobiology of Learning and Memory 46(2023): 289-296. DOI: 10.1007/s10916-024-02104-9
Urbanek Z, Zielinski U, et al. "Learning Rate Adaptation in Volatile Environments: a benchmark study". Sleep 8(2014): 300-308. DOI: 10.3389/fdgth.2026.1896184
Vasquez A, Alvez V, et al. "Learning Rate Adaptation in Volatile Environments: a systematic review". NeuroImage: Clinical 10(2017): 311-320. DOI: 10.3390/diagnostics15162117
Wojcik H, Hendriksen W, et al. "Learning Rate Adaptation in Volatile Environments: a comparative analysis". eNeuro 12(2020): 322-332. DOI: 10.4103/jrpp.jrpp_20_65
Zielinski O, Ostrowski Z, et al. "Learning Rate Adaptation in Volatile Environments: a pilot demonstration". Cognition 14(2023): 333-344. DOI: 10.3389/fdgth.2026.1763884
Andric V, Vasquez A, et al. "Learning Rate Adaptation in Volatile Environments: a longitudinal field study". Nature Reviews Neurology 16(2014): 344-356. DOI: 10.2196/48297
Balogh E, Emmerich B, et al. "Learning Rate Adaptation in Volatile Environments: a feasibility study". Nature Neuroscience 18(2017): 355-368. DOI: 10.1007/s00330-025-12031-z
Chiriac F, Farkas C, et al. "Learning Rate Adaptation in Volatile Environments: a case study". Neuron 20(2020): 366-380. DOI: 10.3389/fdgth.2026.1699005
Doncheva M, Marchetti D, et al. "Learning Rate Adaptation in Volatile Environments: a meta-analysis". NeuroImage 22(2023): 377-383. DOI: 10.3389/fdgth.2026.1834800
Emmerich T, Tarasov E, et al. "Learning Rate Adaptation in Volatile Environments: a cross-platform survey". Nature Reviews Neuroscience 24(2014): 388-395. DOI: 10.2196/69678
Foscarini C, Chiriac F, et al. "Learning Rate Adaptation in Volatile Environments: a methods-comparison study". Journal of Neuroscience 26(2017): 399-407. DOI: 10.7759/cureus.46454
Alvez D, Dumitrescu A, et al. "Learning Rate Adaptation in Volatile Environments: a benchmark study". Brain 28(2020): 410-419. DOI: 10.1016/j.ssci.2025.107028
Brankovic K, Kowalczyk B, et al. "Learning Rate Adaptation in Volatile Environments: a systematic review". Biological Psychiatry 30(2023): 421-431. DOI: 10.2196/48633
Castellani R, Ristic C, et al. "Learning Rate Adaptation in Volatile Environments: a comparative analysis". Cerebral Cortex 32(2014): 432-443. DOI: 10.1371/journal.pone.0305949
Dumitrescu A, Andric D, et al. "Learning Rate Adaptation in Volatile Environments: a pilot demonstration". Cognitive, Affective, & Behavioral Neuroscience 34(2017): 443-455. DOI: 10.1371/journal.pdig.0000514
Eriksdottir B, Brankovic E, et al. "Learning Rate Adaptation in Volatile Environments: a longitudinal field study". eLife 36(2020): 454-467. DOI: 10.17219/acem/208596
Farkas I, Ionescu F, et al. "Learning Rate Adaptation in Volatile Environments: a feasibility study". PNAS 38(2023): 465-479. DOI: 10.7759/cureus.104086
Grabowski P, Petrescu G, et al. "Learning Rate Adaptation in Volatile Environments: a case study". Nature Communications 40(2014): 476-482. DOI: 10.1038/s41746-023-00852-5
Hendriksen W, Wojcik H, et al. "Learning Rate Adaptation in Volatile Environments: a meta-analysis". Nature Human Behaviour 42(2017): 487-494. DOI: 10.1016/j.mayocpiqo.2022.09.004
Ionescu F, Foscarini I, et al. "Learning Rate Adaptation in Volatile Environments: a cross-platform survey". Cortex 44(2020): 498-506. DOI: 10.1177/08404704241291226
Jankowiak G, Grabowski J, et al. "Learning Rate Adaptation in Volatile Environments: a methods-comparison study". Journal of Cognitive Neuroscience 46(2023): 509-518. DOI: 10.1093/medlaw/fwad013
Kowalczyk N, Novotna K, et al. "Learning Rate Adaptation in Volatile Environments: a benchmark study". Psychological Science 8(2014): 520-530. DOI: 10.2196/89834
Lindqvist U, Urbanek L, et al. "Learning Rate Adaptation in Volatile Environments: a systematic review". Trends in Cognitive Sciences 10(2017): 531-542. DOI: 10.1007/s10916-024-02104-9
Marchetti D, Doncheva M, et al. "Learning Rate Adaptation in Volatile Environments: a comparative analysis". Trends in Neurosciences 12(2020): 542-554. DOI: 10.3389/fdgth.2026.1896184
Novotna E, Eriksdottir N, et al. "Learning Rate Adaptation in Volatile Environments: a pilot demonstration". Human Brain Mapping 14(2023): 553-566. DOI: 10.3390/diagnostics15162117
Ostrowski L, Lindqvist O, et al. "Learning Rate Adaptation in Volatile Environments: a longitudinal field study". Neurobiology of Learning and Memory 16(2014): 564-578. DOI: 10.4103/jrpp.jrpp_20_65
Petrescu S, Szabo P, et al. "Learning Rate Adaptation in Volatile Environments: a feasibility study". Sleep 18(2017): 575-581. DOI: 10.3389/fdgth.2026.1763884
Quintero B, Balogh Q, et al. "Learning Rate Adaptation in Volatile Environments: a case study". NeuroImage: Clinical 20(2020): 586-593. DOI: 10.2196/48297
Ristic C, Castellani R, et al. "Learning Rate Adaptation in Volatile Environments: a meta-analysis". eNeuro 22(2023): 597-605. DOI: 10.1007/s00330-025-12031-z
Szabo J, Jankowiak S, et al. "Learning Rate Adaptation in Volatile Environments: a cross-platform survey". Cognition 24(2014): 608-617. DOI: 10.3389/fdgth.2026.1699005
Tarasov Q, Quintero T, et al. "Learning Rate Adaptation in Volatile Environments: a methods-comparison study". Nature Reviews Neurology 26(2017): 619-629. DOI: 10.3389/fdgth.2026.1834800
Urbanek Z, Zielinski U, et al. "Learning Rate Adaptation in Volatile Environments: a benchmark study". Nature Neuroscience 28(2020): 630-641. DOI: 10.2196/69678
Vasquez A, Alvez V, et al. "Learning Rate Adaptation in Volatile Environments: a systematic review". Neuron 30(2023): 641-653. DOI: 10.7759/cureus.46454
Wojcik H, Hendriksen W, et al. "Learning Rate Adaptation in Volatile Environments: a comparative analysis". NeuroImage 32(2014): 652-665. DOI: 10.1016/j.ssci.2025.107028
Zielinski O, Ostrowski Z, et al. "Learning Rate Adaptation in Volatile Environments: a pilot demonstration". Nature Reviews Neuroscience 34(2017): 663-677. DOI: 10.2196/48633
Andric V, Vasquez A, et al. "Learning Rate Adaptation in Volatile Environments: a longitudinal field study". Journal of Neuroscience 36(2020): 674-680. DOI: 10.1371/journal.pone.0305949
