Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T12:34:33.812415Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2608.07224.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T12:34:33.812415Z
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
A source-named dated measurement, never combined with another source.
Source: cited_works
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3905ed4f-6b8e-46e5-b7d2-01772eb5f192 · outbound
Stochastic Autoregressive Learning Scale-sensitive dimen- sions, uniform convergence, and learnability.Journal of the ACM, 44(4):615–631, 1997
Reference 1
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 a96662a3-19c6-4130-a663-ee7b8e414720 · outbound
Stochastic Autoregressive Learning Bartlett.Neural Network Learning: Theoretical Foundations
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e173dcd-cf51-4010-8ee2-760d54bc8aef · outbound
Stochastic Autoregressive Learning Bartlett, Philip M
Reference 3
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 24767e67-d6ee-4bf5-9c1d-ba24ded21d31 · outbound
Stochastic Autoregressive Learning Cambridge Univer- sity Press, 2006
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51ef4bad-d23e-45e5-9d4f-4f64232ccb19 · outbound
Stochastic Autoregressive Learning Cover and Joy A
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa61babc-4933-4e82-bd5e-8225a7e3e21c · outbound
Stochastic Autoregressive Learning Freedman
Reference 6
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 59d67649-efb5-4087-84ec-1fc24f22aac0 · outbound
Stochastic Autoregressive Learning Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74c567b4-74ba-4a5d-9039-bfbf14bdeb0d · outbound
Stochastic Autoregressive Learning Unresolved cited work
Reference 8
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 c6243f71-98f1-4d3c-9376-697f72b8a026 · outbound
Stochastic Autoregressive Learning Sample Complexity of Autoregressive Reasoning: Chain-of-Thought vs. End-to-End
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7668f925-1a5d-42c9-ad73-5cc2b8d7c796 · outbound
Stochastic Autoregressive Learning Decision theoretic generalizations of the PAC model for neural net and other learning applications.Information and Computation, 100(1):78–150, 1992
Reference 10
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 fe6554e9-6a08-44d0-8d41-7e1c03ae4b3e · outbound
Stochastic Autoregressive Learning Autoregressive Learning in Joint KL: Sharp Oracle Bounds and Lower Bounds
Reference 11
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 ed9853da-eb62-4052-9677-7d21c433118f · outbound
Stochastic Autoregressive Learning A theory of learning with autoregressive chain of thought
Reference 12
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 8d9352b6-8a1e-4f50-a5f6-7a5aab99be32 · outbound
Stochastic Autoregressive Learning Entropy and the combinatorial dimension.Inven- tiones Mathematicae, 152(1):37–55, 2003
Reference 13
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 a3464d94-7c82-4d65-a80d-02841d755af9 · outbound
Stochastic Autoregressive Learning Combinatorics of random processes and sections of convex bodies.Annals of Mathematics, 164(2):603–648, 2006
Reference 14
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 d80d09d3-d3e9-4997-873e-4013d1ff178b · outbound
Stochastic Autoregressive Learning Tsybakov.Introduction to Nonparametric Estimation
Reference 15
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 fc551f15-46ed-41de-b8de-f34335c3c0ef · outbound
Stochastic Autoregressive Learning van de Geer.Empirical Processes in M-Estimation
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d6c8426-9051-4623-ad3b-88b921beae02 · outbound
Stochastic Autoregressive Learning A game of prediction with expert advice.Journal of Computer and System Sciences, 56(2):153–173, 1998
Reference 17
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 a7911910-4242-4039-8a8b-d5b3b1dbde2a · outbound
Stochastic Autoregressive Learning Optimal learning with Q-aggregation.The Annals of Statistics, 42(1):211–224, 2014
Reference 18
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 42cf11da-6b0b-41d1-91a5-730342c8a1d0 · outbound
Stochastic Autoregressive Learning Noise-tolerant learning, the parity problem, and the statistical query model.Journal of the ACM, 50(4):506–519, 2003
Reference 19
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 2439f7b5-9e6c-46fa-bace-69cdd6c9115a · outbound
Stochastic Autoregressive Learning Assouad, Fano, and Le Cam
Reference 20
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 fdbb176a-1e92-46d6-837f-4e2b05db3503 · outbound
Stochastic Autoregressive Learning Springer, 2004
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a2f92e2-82b6-401e-ac85-c44d41b39860 · outbound
Stochastic Autoregressive Learning InAdvances in Neural Information Processing Sys- tems, 2025
Reference 22
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 4a319686-d4c3-4ae1-943d-d550b0ae7c24 · outbound
Stochastic Autoregressive Learning Learning probabilistic automata: A study in state distinguishability.Theoretical Computer Science, 473:46–60, 2013
Reference 23
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 0440a4dc-2c51-46a9-80ab-ad9ca0248ab8 · outbound
Stochastic Autoregressive Learning PAC-learnability of probabilistic deterministic finite state automata.Journal of Machine Learning Research, 5:473–497, 2004
Reference 24
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 b77ff619-cfd7-4b11-a85f-513638751ed3 · outbound
Stochastic Autoregressive Learning A Theory of Online Learning with Autoregressive Chain-of-Thought Reasoning
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e75417d2-a315-4784-a1cf-666edc7581e9 · outbound
Stochastic Autoregressive Learning Efficient noise-tolerant learning from statistical queries
Reference 26
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 bc86a67f-f58f-43cd-b927-b922731d1851 · outbound
Stochastic Autoregressive Learning Kearns and Robert E
Reference 27
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 dc315933-ac58-4c10-b26c-9e32de7c93e5 · outbound
Stochastic Autoregressive Learning Kearns and Leslie G
Reference 28
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 df62f908-ebe6-4795-90d9-4b197573699b · outbound
Stochastic Autoregressive Learning Large language models are zero-shot reasoners
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e93e1506-a3ae-41f5-b808-941abd05b3b9 · outbound
Stochastic Autoregressive Learning Tight sample complexity of transformers
Reference 30
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 b3ef4cc2-2631-49c8-8868-db85bbe34c36 · outbound
Stochastic Autoregressive Learning Chain of thought empowers transformers to solve inherently serial problems
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86caf0be-913f-49e0-8e40-8f27a289ed6c · outbound
Stochastic Autoregressive Learning Let's Verify Step by Step
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c13b37dc-a14e-4112-9671-30a536847586 · outbound
Stochastic Autoregressive Learning The Expressive Power of Transformers with Chain of Thought
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd532ae2-c0ff-45bf-8964-94886e342161 · outbound
Stochastic Autoregressive Learning Show Your Work: Scratchpads for Intermediate Computation with Language Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1596d0e-c7c8-42ca-9a8d-815b5cb0ec3e · outbound
Stochastic Autoregressive Learning A new learning paradigm: Learning using privileged information.Neural Networks, 22(5–6):544–557, 2009
Reference 35
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 98d84774-4dac-49f8-aafa-4f84cc46d019 · outbound
Stochastic Autoregressive Learning Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b8ed332-3001-4a94-80a4-afb9c236c70e · outbound
Stochastic Autoregressive Learning Le, and Denny Zhou
Reference 37
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 c1b3b3fa-fdf6-4c26-b850-e4cdcc614157 · outbound
Stochastic Autoregressive Learning Unresolved cited work
Reference 38
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 5baccdd8-4f5e-4662-ba9c-047ff0a10c0b · outbound
Stochastic Autoregressive Learning van der Vaart and Jon A
Reference 39
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 41990733-4c5b-497d-a14a-a4d8ef0ea746 · outbound
Stochastic Autoregressive Learning Gomez, Lukasz Kaiser, and Illia Polosukhin
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8bafdcde-cd99-4a87-9352-4df157ab5a38 · outbound
Stochastic Autoregressive Learning Foster, Adam Block, and Dipendra Misra
Reference 41
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 7b07d3e8-6e09-4126-8111-a369dd62a425 · outbound
Stochastic Autoregressive Learning Unresolved cited work
Reference 42
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 713dec25-e5d9-48e5-89c5-ee71d9c9404c · outbound
Stochastic Autoregressive Learning Unresolved cited work
Reference 43
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 24df52ef-d409-44e7-803a-a4864f251f96 · outbound
Stochastic Autoregressive Learning The curious case of neural text degeneration
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33d27bf2-053f-46d0-a485-93a7b5ca680f · outbound
Stochastic Autoregressive Learning Unresolved cited work
Reference 45
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 12d3a31b-15bf-449c-a8c1-5863232a7179 · outbound
Stochastic Autoregressive Learning Wiley, 1986
Reference 46
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 c4f40ca5-a4f2-4342-9fe8-20b4d30ea797 · outbound
Stochastic Autoregressive Learning Unresolved cited work
Reference 47
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 7207437e-a569-40b1-8422-55655cb05d5d · outbound
Stochastic Autoregressive Learning Learning to Think from Multiple Thinkers
Reference 48
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 17ccd7a2-6ece-475a-bb43-dbbe5b16b3a2 · outbound
Stochastic Autoregressive Learning Griffiths, Yuan Cao, and Karthik Narasimhan
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7c14c93-f8c4-48ac-b1b3-0c63acea38f9 · outbound
Stochastic Autoregressive Learning Solving math word problems with process- and outcome-based feedback
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be6ecfc5-815d-4250-9d15-4ec9434e021f · outbound
Stochastic Autoregressive Learning From sparse dependence to sparse attention: Unveiling how chain-of-thought enhances transformer sample efficiency
Reference 51
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 c95f617e-f98f-4939-90c7-d414f22ceb6a · outbound
Stochastic Autoregressive Learning Unresolved cited work
Reference 52
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 17c4a9b4-6d29-457e-bbd2-6b5eb8632d13 · outbound
Stochastic Autoregressive Learning Auto-regressive next-token predictors are universal learners
Reference 53
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 909e4c81-52d7-40f0-a357-884a0b0c83b2 · outbound
Stochastic Autoregressive Learning The Optimal Sample Complexity of Learning Autoregressive Chain-of-Thought
Reference 54
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.
No inbound Pith citation observations are available.