Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T06:43:04.643568Z
Paper Citation Record · LEDGER
Not all uncertainty is alike: volatility, stochasticity, and exploration
As of 18 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2605.19215.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-26T09:05:08.641544Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-04T10:09:45.344688Z
Reference resolution
40 of 40 outbound references displayed
- verified exact3
- verified fuzzy36
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation cb688617-f72d-4f09-a104-a5649837a7d6 · outbound
This paper cites Finite-time analysis of the multiarmed bandit problem.Machine learning, 47(2):235–256.
Not all uncertainty is alike: volatility, stochasticity, and exploration Finite-time analysis of the multiarmed bandit problem.Machine learning, 47(2):235–256
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.338199Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 296c1e1f-33f0-4963-965a-41629ee9747f · outbound
This paper cites Asymptotically efficient adaptive allocation rules.Advances in applied mathematics, 6(1):4–22.
Not all uncertainty is alike: volatility, stochasticity, and exploration Asymptotically efficient adaptive allocation rules.Advances in applied mathematics, 6(1):4–22
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.364377Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 413bdbab-833a-44e0-8d94-909fc388e066 · outbound
This paper cites On the likelihood that one unknown probability exceeds another in view of the evidence of two samples.Biometrika, 25(3/4):285–294.
Not all uncertainty is alike: volatility, stochasticity, and exploration On the likelihood that one unknown probability exceeds another in view of the evidence of two samples.Biometrika, 25(3/4):285–294
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.332620Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 57de8dcb-2175-4721-8bd0-35ea158f5199 · outbound
This paper cites Learning to optimize via information-directed sampling.Advances in neural information processing systems, 27.
Not all uncertainty is alike: volatility, stochasticity, and exploration Learning to optimize via information-directed sampling.Advances in neural information processing systems, 27
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.377103Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e9f6c709-fda4-4c2a-9c9b-1694c875b690 · outbound
This paper cites Humans use directed and random exploration to solve the explore–exploit dilemma.Journal of experimental psychology: General, 143(6):2074.
Not all uncertainty is alike: volatility, stochasticity, and exploration Humans use directed and random exploration to solve the explore–exploit dilemma.Journal of experimental psychology: General, 143(6):2074
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.363297Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0f977c8b-2f2d-4a6f-9bce-b495eab21fa5 · outbound
This paper cites Uncertainty and exploration.Decision, 6(3):277.
Not all uncertainty is alike: volatility, stochasticity, and exploration Uncertainty and exploration.Decision, 6(3):277
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.366969Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation af4f11b3-4837-48e8-9b06-011e55c24ae5 · outbound
This paper cites Cortical substrates for exploratory decisions in humans.Nature, 441(7095):876–879.
Not all uncertainty is alike: volatility, stochasticity, and exploration Cortical substrates for exploratory decisions in humans.Nature, 441(7095):876–879
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.370729Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 214b8c96-0b24-45dc-930d-c115797868df · outbound
This paper cites Prefrontal and striatal dopaminergic genes predict individual differences in exploration and exploitation.Nature neuroscience, 12(8):1062–1068.
Not all uncertainty is alike: volatility, stochasticity, and exploration Prefrontal and striatal dopaminergic genes predict individual differences in exploration and exploitation.Nature neuroscience, 12(8):1062–1068
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.359617Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation feb15a34-265e-48b6-a94f-d70f2a065155 · outbound
This paper cites Reinforcement Learning and Control as Probabilistic Inference: Tutorial and Review.
Not all uncertainty is alike: volatility, stochasticity, and exploration Reinforcement Learning and Control as Probabilistic Inference: Tutorial and Review
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T06:43:22.783792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 37eaa274-95c9-4db4-b796-0efdb67ddd6e · outbound
This paper cites General duality between optimal control and estimation.
Not all uncertainty is alike: volatility, stochasticity, and exploration General duality between optimal control and estimation
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.352450Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1fd6fc0e-b565-4d4f-820f-938daeee6f55 · outbound
This paper cites A model for learning based on the joint estimation of stochasticity and volatility.Nature communications, 12(1):6587.
Not all uncertainty is alike: volatility, stochasticity, and exploration A model for learning based on the joint estimation of stochasticity and volatility.Nature communications, 12(1):6587
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.356080Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9655de39-d71e-4f8d-917f-64918d438d42 · outbound
This paper cites Computational processes of simultaneous learning of stochasticity and volatility in humans.Nature communications, 15(1):9073.
Not all uncertainty is alike: volatility, stochasticity, and exploration Computational processes of simultaneous learning of stochasticity and volatility in humans.Nature communications, 15(1):9073
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.350879Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 15f8f119-1435-4b33-ab7d-4d4a9323e92e · outbound
This paper cites an unresolved cited work.
Not all uncertainty is alike: volatility, stochasticity, and exploration Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T06:43:23.368786Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 97ffd16f-48bf-401b-8f01-8b36e2381a77 · outbound
This paper cites Deconstructing the human algorithms for exploration.Cognition, 173:34–42.
Not all uncertainty is alike: volatility, stochasticity, and exploration Deconstructing the human algorithms for exploration.Cognition, 173:34–42
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.330681Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3ac8021c-217b-49d1-8e9d-2a2174820e31 · outbound
This paper cites Learning the value of information in an uncertain world.Nature neuroscience, 10(9):1214–1221.
Not all uncertainty is alike: volatility, stochasticity, and exploration Learning the value of information in an uncertain world.Nature neuroscience, 10(9):1214–1221
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.338032Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 01f10294-4136-46cc-b5f7-4223800ce7e6 · outbound
This paper cites A bayesian foundation for individual learning under uncertainty.Frontiers in human neuroscience, 5:39.
Not all uncertainty is alike: volatility, stochasticity, and exploration A bayesian foundation for individual learning under uncertainty.Frontiers in human neuroscience, 5:39
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.334393Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 156374bc-e7a3-410c-bfbf-0faac8f4a5d7 · outbound
This paper cites An approximately bayesian delta-rule model explains the dynamics of belief updating in a changing environment.Journal of Neu- roscience, 30(37):12366–12378.
Not all uncertainty is alike: volatility, stochasticity, and exploration An approximately bayesian delta-rule model explains the dynamics of belief updating in a changing environment.Journal of Neu- roscience, 30(37):12366–12378
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.358535Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a4fbba15-e8ee-40d5-9adf-568d833c9f3a · outbound
This paper cites Rational regulation of learning dynamics by pupil-linked arousal systems.Nature neuroscience, 15(7):1040–1046.
Not all uncertainty is alike: volatility, stochasticity, and exploration Rational regulation of learning dynamics by pupil-linked arousal systems.Nature neuroscience, 15(7):1040–1046
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.354682Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6d223c4e-ef61-4aa7-99a7-cf591c46e51e · outbound
This paper cites A tutorial on thompson sampling.Foundations and Trends®in Machine Learning, 11(1):1–99.
Not all uncertainty is alike: volatility, stochasticity, and exploration A tutorial on thompson sampling.Foundations and Trends®in Machine Learning, 11(1):1–99
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.356479Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d6d4ee32-9163-4bc8-a526-7481e3257fc5 · outbound
This paper cites On bayesian upper confidence bounds for bandit problems.
Not all uncertainty is alike: volatility, stochasticity, and exploration On bayesian upper confidence bounds for bandit problems
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.360351Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 278aa743-313b-4c1f-bf6b-4a59da5b73cf · outbound
This paper cites Bandit processes and dynamic allocation indices.Journal of the Royal Statistical Society Series B: Statistical Methodology, 41(2):148–164.
Not all uncertainty is alike: volatility, stochasticity, and exploration Bandit processes and dynamic allocation indices.Journal of the Royal Statistical Society Series B: Statistical Methodology, 41(2):148–164
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.373591Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9946ecfe-e86d-4437-a1c3-c44f65874749 · outbound
This paper cites Some results on the gittins index for a normal reward process.Lecture Notes-Monograph Series, pages 284–294.
Not all uncertainty is alike: volatility, stochasticity, and exploration Some results on the gittins index for a normal reward process.Lecture Notes-Monograph Series, pages 284–294
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.375359Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f836e0eb-b134-4dd9-ad81-6906f5532713 · outbound
This paper cites Restless bandits: Activity allocation in a changing world.Journal of applied probability, 25(A):287–298.
Not all uncertainty is alike: volatility, stochasticity, and exploration Restless bandits: Activity allocation in a changing world.Journal of applied probability, 25(A):287–298
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.341923Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6927de4a-4c7d-4883-ba58-fb424cb2fa07 · outbound
This paper cites The complexity of optimal queuing network control.
Not all uncertainty is alike: volatility, stochasticity, and exploration The complexity of optimal queuing network control
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.361246Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8ac1ec77-5d96-47e6-95ea-6bb74d9c1708 · outbound
This paper cites Satisficing in Time-Sensitive Bandit Learning.
Not all uncertainty is alike: volatility, stochasticity, and exploration Satisficing in Time-Sensitive Bandit Learning
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T06:43:22.780922Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 96e5f772-1de1-4337-bd04-4f9db7558d32 · outbound
This paper cites Nonstationary bandit learning via predictive sampling.
Not all uncertainty is alike: volatility, stochasticity, and exploration Nonstationary bandit learning via predictive sampling
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.378934Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 589e5c71-8b27-49ba-98ea-5e2782e32e7a · outbound
This paper cites Optimal control as a graphical model inference problem.Machine learning, 87(2):159–182.
Not all uncertainty is alike: volatility, stochasticity, and exploration Optimal control as a graphical model inference problem.Machine learning, 87(2):159–182
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.351107Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8b256f1a-6d8f-42b2-ad37-a388a82f8100 · outbound
This paper cites Maximum a Posteriori Policy Optimisation.
Not all uncertainty is alike: volatility, stochasticity, and exploration Maximum a Posteriori Policy Optimisation
Reference 28
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T06:43:22.777639Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2f7b00f5-5003-4f8e-a6dc-a0900ad874ce · outbound
This paper cites Soft actor-critic: Off-policy max- imum entropy deep reinforcement learning with a stochastic actor.
Not all uncertainty is alike: volatility, stochasticity, and exploration Soft actor-critic: Off-policy max- imum entropy deep reinforcement learning with a stochastic actor
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.366154Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5fba9bd2-ce9c-4b9d-8aab-76eb539c168a · outbound
This paper cites Robot trajectory optimization using approximate inference.
Not all uncertainty is alike: volatility, stochasticity, and exploration Robot trajectory optimization using approximate inference
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.349359Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5b360730-cae1-4730-803e-5e5748781ee2 · outbound
This paper cites Planning as inference.Trends in cognitive sciences, 16(10): 485–488.
Not all uncertainty is alike: volatility, stochasticity, and exploration Planning as inference.Trends in cognitive sciences, 16(10): 485–488
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.349176Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dd9f08cc-542a-42bb-830e-6b6287b4a171 · outbound
This paper cites Anxious individuals have difficulty learning the causal statistics of aversive environments.Nature neuroscience, 18(4):590–596.
Not all uncertainty is alike: volatility, stochasticity, and exploration Anxious individuals have difficulty learning the causal statistics of aversive environments.Nature neuroscience, 18(4):590–596
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.347674Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation be2065de-e997-4c68-97ac-5a52ebcae5de · outbound
This paper cites Computational dysfunctions in anxiety: failure to differentiate signal from noise.Biological psychiatry, 82(6):440–446.
Not all uncertainty is alike: volatility, stochasticity, and exploration Computational dysfunctions in anxiety: failure to differentiate signal from noise.Biological psychiatry, 82(6):440–446
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.319441Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c31a7d36-3adc-4c99-a06a-14e65444cf4b · outbound
This paper cites Absence of systematic effects of internalizing psychopathology on learning under uncertainty.bioRxiv, pages 2025–05.
Not all uncertainty is alike: volatility, stochasticity, and exploration Absence of systematic effects of internalizing psychopathology on learning under uncertainty.bioRxiv, pages 2025–05
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.319838Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fb4a605a-dfd4-4094-b474-17c7a498e559 · outbound
This paper cites Pavlovian conditioning–induced hal- lucinations result from overweighting of perceptual priors.Science, 357(6351):596–600.
Not all uncertainty is alike: volatility, stochasticity, and exploration Pavlovian conditioning–induced hal- lucinations result from overweighting of perceptual priors.Science, 357(6351):596–600
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.352909Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8bc812a1-ff73-452c-b1b5-8085c250514d · outbound
This paper cites Affective bias as a rational response to the statistics of rewards and punishments.Elife, 6:e27879.
Not all uncertainty is alike: volatility, stochasticity, and exploration Affective bias as a rational response to the statistics of rewards and punishments.Elife, 6:e27879
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.368069Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation cd0c1595-641c-44c1-a9d7-4633f7a2a8f7 · outbound
This paper cites Altered learning under uncertainty in unmedicated mood and anxiety disorders.
Not all uncertainty is alike: volatility, stochasticity, and exploration Altered learning under uncertainty in unmedicated mood and anxiety disorders
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.365323Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5798dde3-913d-4556-b01d-b17498719f69 · outbound
This paper cites Trait somatic anxiety is associated with reduced directed exploration and underestimation of uncertainty.Nature Human Behaviour, 7(1):102– 113.
Not all uncertainty is alike: volatility, stochasticity, and exploration Trait somatic anxiety is associated with reduced directed exploration and underestimation of uncertainty.Nature Human Behaviour, 7(1):102– 113
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.370092Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c06e3597-8730-4d7f-938d-cead33070a30 · outbound
This paper cites ξX n=1 γn−1rn +γ ξ λ 1−γ # =E.
Not all uncertainty is alike: volatility, stochasticity, and exploration ξX n=1 γn−1rn +γ ξ λ 1−γ # =E
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.371800Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e18e1e9f-941a-4798-b7b0-fb0d8cfcb3b8 · outbound
This paper cites 19 C Experimental setup This appendix provides implementation details for the experiments of Section 6.
Not all uncertainty is alike: volatility, stochasticity, and exploration 19 C Experimental setup This appendix provides implementation details for the experiments of Section 6
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T06:43:23.362482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Pith citing papers
Observation 372c8e9d-7d75-4141-9825-d82fde43ac2f · inbound
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models cites this paper.
The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models Not all uncertainty is alike: volatility, stochasticity, and exploration
Reference 78
- Resolution
- verified exact
- local_arxiv, observed 2026-07-04T10:09:45.345989Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.