Paper Citation Record · LEDGER

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts

As of 8 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2608.04962.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.04962 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:55:49.849772Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

verified exact1
verified fuzzy16
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b1e42f69-8ee6-4411-828c-d5d969345f47 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Advances in Neural Information Processing Systems , volume =

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:54.862131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e82df4dc-1338-4dc8-8e4e-642c6520bffa · outbound

This paper cites and Chen, Deming and Dao, Tri , booktitle =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts and Chen, Deming and Dao, Tri , booktitle =

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:54.583300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e04dc527-db3c-42d0-83a1-b4470f101aa4 · outbound

This paper cites Accelerating Large Language Model Decoding with Speculative Sampling.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Accelerating Large Language Model Decoding with Speculative Sampling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:47.079831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0aa55b0-ca10-4244-bf2a-129ddea6aed7 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Training Verifiers to Solve Math Word Problems

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:47.206757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 075fbdd7-137e-48a7-85ad-288569722cec · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:47.278218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7143250-b26a-4e20-b553-f037ffe2384a · outbound

This paper cites an unresolved cited work.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:55:54.300880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4914fca0-de47-4e09-be7b-5fd8f4c59e62 · outbound

This paper cites Accelerating.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Accelerating

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:53.992299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 262505bc-7c5a-4a17-8678-760a9d7149a2 · outbound

This paper cites 2026 , eprint =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts 2026 , eprint =

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:53.683710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7c686d91-2347-4c04-94da-8ed209d5011b · outbound

This paper cites Test-Time Speculation.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Test-Time Speculation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:47.731598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03b05552-de4e-4087-a029-c1073c64e458 · outbound

This paper cites Proceedings of the 40th International Conference on Machine Learning , series =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Proceedings of the 40th International Conference on Machine Learning , series =

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:53.443530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 27b8728f-8bcb-4209-8ec6-1572ce3147f5 · outbound

This paper cites 2024 , url =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts 2024 , url =

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:53.168498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e190feb8-e26d-468e-8dc8-74a4aeaa4eb4 · outbound

This paper cites 2024 , doi =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts 2024 , doi =

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:48.110023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccd543d1-e244-4d78-91fd-0145ee445b98 · outbound

This paper cites 2025 , eprint =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts 2025 , eprint =

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:48.216393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35d2e548-91e3-4984-9446-535ac4833c6f · outbound

This paper cites Proceedings of the 41st International Conference on Machine Learning , series =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Proceedings of the 41st International Conference on Machine Learning , series =

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:52.936790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a371c77d-31c3-4c9e-b468-75346cd9056e · outbound

This paper cites When Drafts Evolve: Speculative Decoding Meets Online Learning.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts When Drafts Evolve: Speculative Decoding Meets Online Learning

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-08-07T02:38:58.567888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2a480aa0-2689-4f48-bfac-3f345ee08148 · outbound

This paper cites Qwen2.5 Technical Report.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Qwen2.5 Technical Report

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:48.530343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 876676bb-5463-4395-b08e-f1a8dc126f65 · outbound

This paper cites an unresolved cited work.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:48.604521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ac7220c-c4ba-49b9-a744-af00d405077d · outbound

This paper cites Beat the Long Tail: Distribution-Aware Speculative Decoding for.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Beat the Long Tail: Distribution-Aware Speculative Decoding for

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:52.653454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 73c2dfe6-4c08-4bea-80d9-6cc32985fd60 · outbound

This paper cites 2025 , eprint =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts 2025 , eprint =

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:52.320519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d2d6ac2f-b02a-4552-950f-ec0154b40d2c · outbound

This paper cites 2025 , eprint =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts 2025 , eprint =

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:52.028956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bfc218b6-d4fc-4107-9e3d-2c2f7a8448ce · outbound

This paper cites Learning Harmonized Representations for Speculative Sampling.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Learning Harmonized Representations for Speculative Sampling

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:49.051760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29fc8460-febf-4de4-8e05-e36681d1406b · outbound

This paper cites 2025 , eprint =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts 2025 , eprint =

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:51.769643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aab457f4-230b-4c54-88b9-c88f1227c79f · outbound

This paper cites arXiv preprint arXiv:2509.19128 , year =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts arXiv preprint arXiv:2509.19128 , year =

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:49.275071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aca2c8f1-2427-4ead-9565-87a38e894f0e · outbound

This paper cites 2023 , eprint =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts 2023 , eprint =

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:51.468041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6c53e2cb-03fb-49b1-b175-b46a94c2af20 · outbound

This paper cites 2024 , eprint =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts 2024 , eprint =

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:51.194622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 71681366-14f9-47de-a667-75bc9912fb3f · outbound

This paper cites 2024 , eprint =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts 2024 , eprint =

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:50.970705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8164bbbc-9855-4f4c-b255-5aa97d757ec9 · outbound

This paper cites 2025 , publisher =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts 2025 , publisher =

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:50.744649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fa7a395a-5170-4b58-8d90-e8187903893d · outbound

This paper cites 2025 , eprint =.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts 2025 , eprint =

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:55:50.467400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.