Paper Citation Record · LEDGER

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making

As of 15 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 2 inbound Pith citation observations for arXiv:2506.02522.

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

pith.paper-citation-record.v1
2506.02522 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:28:34.870429Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:27:50.270831Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T05:27:50.650205Z

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy5
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1f335743-a4d8-44b0-bd21-9d7f708683aa · outbound

This paper cites an unresolved cited work.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:28:38.357713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8d2ed40a-3e31-477d-9b0f-8469af8c790d · outbound

This paper cites This indirect approach may help redistribute the load and reduce stress on overloaded lines.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making This indirect approach may help redistribute the load and reduce stress on overloaded lines

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:28:38.124839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 83ebd474-b496-4467-96b7-74e72f135892 · outbound

This paper cites Response Format: Please analyze the situation and provide your response in the following format:.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Response Format: Please analyze the situation and provide your response in the following format:

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:28:37.908860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ba3ff72b-f7c0-4db4-b668-238ed4a2d7df · outbound

This paper cites an unresolved cited work.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:28:36.569688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b3353fcf-a473-4010-bfb1-7ee956f448f0 · outbound

This paper cites an unresolved cited work.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:28:36.344039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b3c5939d-5bca-4081-b108-f355c06890b0 · outbound

This paper cites an unresolved cited work.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:28:37.661405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ef894c80-0f56-4784-94a3-e87a99e0d046 · outbound

This paper cites an unresolved cited work.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:28:37.449814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9e545372-8807-420d-a531-45a550df92b2 · outbound

This paper cites an unresolved cited work.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:28:37.200160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 004c9d1f-9415-4a8f-88c5-34f5e51c1b34 · outbound

This paper cites Do not add any bold formatting, asterisks, or other special characters.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Do not add any bold formatting, asterisks, or other special characters

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:28:36.957770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9170f947-dd51-4270-8980-6c61086a9334 · outbound

This paper cites an unresolved cited work.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:28:36.783099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b5d03cd0-9ae5-4cec-9791-f1a290bd870b · outbound

This paper cites an unresolved cited work.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:28:36.175249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ab48466a-aee0-44ca-91b3-6d6e086c48ba · outbound

This paper cites an unresolved cited work.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:28:35.940234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e2cce5ea-204f-4798-9eec-640e0f3fdb2a · outbound

This paper cites Provide your analysis results in the following format: Key Decision Point Indices: [X, Y , A, B] Reward Adjustments: [W, V , T, S].

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Provide your analysis results in the following format: Key Decision Point Indices: [X, Y , A, B] Reward Adjustments: [W, V , T, S]

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:28:35.774192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 81282aff-970e-4ba9-a56b-736856669363 · outbound

This paper cites an unresolved cited work.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:28:35.587029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 964ea50d-072e-42e5-a21c-90ac4fca0db0 · outbound

This paper cites an unresolved cited work.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:28:35.395167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0bbff5db-78fb-4fed-890d-3682a4a99a4a · outbound

This paper cites an unresolved cited work.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:28:35.284666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fb7859fd-c488-4285-858d-19cfd71402f7 · outbound

This paper cites For fLLM, this includes power grid topology rules and operational constraints, while for gLLM, it focuses on reward assessment criteria and safety standards.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making For fLLM, this includes power grid topology rules and operational constraints, while for gLLM, it focuses on reward assessment criteria and safety standards

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:28:35.111568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9536d212-42d4-4a51-ad15-448fd7227b50 · outbound

This paper cites LiFT: Unsupervised Reinforcement Learning with Foundation Models as Teachers.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making LiFT: Unsupervised Reinforcement Learning with Foundation Models as Teachers

Reference 6299

Resolution: unresolved; no resolver link, observed 2026-08-07T11:28:33.304802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a812d602-5a9f-462b-bee5-07be222a85d0 · outbound

This paper cites Learning Robust Rewards with Adversarial Inverse Reinforcement Learning.

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Learning Robust Rewards with Adversarial Inverse Reinforcement Learning

Reference 8677

Resolution: unresolved; no resolver link, observed 2026-08-07T11:28:33.254559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 220a18c6-fc7e-4132-af06-b6ec616c7f4b · inbound

Thinking vs. Doing: Agents that Reason by Scaling Test-Time Interaction cites this paper.

Thinking vs. Doing: Agents that Reason by Scaling Test-Time Interaction Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making

Reference 84

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:27:50.656331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 875246e5-b29c-49ab-8784-3ef4efaaa397 · inbound

AIGB-R1: Self-Evolving Generative Auto-Bidding via Hierarchical Planner-Executor Optimization cites this paper.

AIGB-R1: Self-Evolving Generative Auto-Bidding via Hierarchical Planner-Executor Optimization Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-01T18:32:47.516639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.