Paper Citation Record · LEDGER

Scaling Offline RL via Efficient and Expressive Shortcut Models

As of 8 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 7 inbound Pith citation observations for arXiv:2505.22866.

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

pith.paper-citation-record.v1
2505.22866 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:04:55.685878Z

measured 29 of 29 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T12:17:04.321971Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T04:17:36.934090Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy1
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2bcffc4b-efa7-4150-abc0-88d8d6f4e393 · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:59.771175Z

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 9d8e54ce-495f-4093-bda3-e90ad6df4e99 · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:59.538726Z

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 023d076a-117e-464f-85a4-31c0588db425 · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:59.288744Z

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 e522440f-3cbf-4a19-bd80-6c0ed38bd1ce · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:56.720944Z

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 742d3c69-6cc1-4563-896e-5119bde0bce6 · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:56.454551Z

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 8c501f48-b4ff-4d9e-a01a-95c6c8d76bcf · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:56.303288Z

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 cd549d77-3d2f-4196-ac15-81e7e4699223 · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:59.011606Z

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 46b437c3-9c40-4759-9e6c-3224a8c10247 · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:58.790235Z

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 43ea13c5-bbde-4e1e-92b8-421b05e5eef8 · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:58.564812Z

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 344ae560-15cf-41ab-aab6-ad415d3db68a · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:58.397043Z

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 f02d5dd9-24ea-455d-b05b-67b372066dce · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:58.162275Z

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 4c8d3d30-0299-4e78-836a-449a18cc03e2 · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:57.959145Z

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 c480bb7d-01a5-41e5-a7aa-e17c49dcdfd4 · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:57.778581Z

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 6d11bef5-6379-4747-bd7c-6796201614cb · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:57.594815Z

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 a73641d5-cd0d-4aec-b81f-a56727d0e908 · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:57.399964Z

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 1066c606-33be-4495-81a8-2a50473a75c6 · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:57.217615Z

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 8d40e389-845e-4ab3-8063-122077a5909b · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:56.984828Z

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 54681eb2-e625-458b-ad6f-3524279ac117 · outbound

This paper cites an unresolved cited work.

Scaling Offline RL via Efficient and Expressive Shortcut Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:04:56.119568Z

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 14f3c143-9c00-4e7d-ba12-96538013a91b · outbound

This paper cites The antmaze and humanoidmaze tasks involve navigating quadrupedal (8 degrees of freedom (DOF)) and humanoid (21 DOF) agents through complex mazes.

Scaling Offline RL via Efficient and Expressive Shortcut Models The antmaze and humanoidmaze tasks involve navigating quadrupedal (8 degrees of freedom (DOF)) and humanoid (21 DOF) agents through complex mazes

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:55.986187Z

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 295d784e-be32-4f4c-a1a2-428bbc6c9508 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Scaling Offline RL via Efficient and Expressive Shortcut Models Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T13:04:53.941254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bfc959f-2918-4db2-8eb7-157f4e7d59e8 · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Scaling Offline RL via Efficient and Expressive Shortcut Models Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T13:04:53.782606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8620597-0053-4b65-aa6f-eca74fbc09c2 · outbound

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

Scaling Offline RL via Efficient and Expressive Shortcut Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T13:04:53.861977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 67a8b9cf-f114-4a01-a816-1b8e8c6fe278 · inbound

What Does Flow Matching Bring To TD Learning? cites this paper.

What Does Flow Matching Bring To TD Learning? Scaling Offline RL via Efficient and Expressive Shortcut Models

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:36:17.986049Z

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 6b2e358b-b27b-4197-8b2c-a6eb659a33a3 · inbound

Preserve Support, Not Correspondence: Dynamic Routing for Offline Reinforcement Learning cites this paper.

Preserve Support, Not Correspondence: Dynamic Routing for Offline Reinforcement Learning Scaling Offline RL via Efficient and Expressive Shortcut Models

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:16:09.425693Z

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 5fd8890f-441e-4d41-b52f-05ad8b1e8aeb · inbound

Model-Based Proactive Cost Generation for Learning Safe Policies Offline with Limited Violation Data cites this paper.

Model-Based Proactive Cost Generation for Learning Safe Policies Offline with Limited Violation Data Scaling Offline RL via Efficient and Expressive Shortcut Models

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:56:07.788332Z

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 b62d35ee-eaa3-4a8f-a7ea-27eb0c906cf7 · inbound

Towards Efficient and Expressive Offline RL via Flow-Anchored Noise-conditioned Q-Learning cites this paper.

Towards Efficient and Expressive Offline RL via Flow-Anchored Noise-conditioned Q-Learning Scaling Offline RL via Efficient and Expressive Shortcut Models

Reference 71

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T08:56:00.551299Z

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 60aa35dd-c787-4058-b7aa-5408e5df6036 · inbound

Drifting Field Policy: A One-Step Generative Policy via Wasserstein Gradient Flow cites this paper.

Drifting Field Policy: A One-Step Generative Policy via Wasserstein Gradient Flow Scaling Offline RL via Efficient and Expressive Shortcut Models

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:50:53.985389Z

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 808728ea-225b-4e6d-abcd-6725603d6591 · inbound

Test-Time Gradient Guidance of Flow Policies in Reinforcement Learning cites this paper.

Test-Time Gradient Guidance of Flow Policies in Reinforcement Learning Scaling Offline RL via Efficient and Expressive Shortcut Models

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-03T04:17:36.936386Z

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 d005ac5f-b984-4097-bbba-cd9df75f9fdc · inbound

VINE: Taming Generative Control Policies for Reinforcement Learning cites this paper.

VINE: Taming Generative Control Policies for Reinforcement Learning Scaling Offline RL via Efficient and Expressive Shortcut Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-14T12:17:04.321971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.