Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T12:55:49.849772Z
Paper Citation Record · LEDGER
SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts
As of 17 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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
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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.
Pith citing papers
No inbound Pith citation observations are available.