Paper Citation Record · LEDGER

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents

As of 8 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2607.16244.

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

pith.paper-citation-record.v1
2607.16244 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T09:54:59.746921Z

measured 21 of 21 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

21 of 21 outbound references displayed

verified exact0
verified fuzzy0
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5e0b9589-1f5e-44e7-8682-293f282d0988 · outbound

This paper cites an unresolved cited work.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.689558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db367e31-9f41-4189-bada-733e1322f6ca · outbound

This paper cites Schick, J.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Schick, J

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.693155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4672ff76-e36b-4238-a1e1-0b0495f3ab47 · outbound

This paper cites an unresolved cited work.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.696347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75e56848-1979-4508-9fbf-5a5d0d4bffe5 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.699456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44f81821-1a5c-45ed-8553-912ea605aed1 · outbound

This paper cites an unresolved cited work.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.703091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abb30e47-1b4c-44e4-82f1-4a28994bb51c · outbound

This paper cites Rafailov, A.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Rafailov, A

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.706062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 659ec3d1-7201-433a-b62f-2ed733b1d086 · outbound

This paper cites Proximal Policy Optimization Algorithms.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Proximal Policy Optimization Algorithms

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.709186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de019db1-0a0f-422d-b629-52f4bc057c23 · outbound

This paper cites Ouyang, J.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Ouyang, J

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.712093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8bf6993-3480-4d9c-a108-19cd85ad1cba · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Constitutional AI: Harmlessness from AI Feedback

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.714807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation accb0374-4555-4dca-9f11-d210c81d3cff · outbound

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

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.717442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9748dc5f-43b2-431b-ab4f-bfdb972010e8 · outbound

This paper cites Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.720373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8552f231-b64f-4184-9694-153af1263a8d · outbound

This paper cites StreamBench: Towards Benchmarking Continuous Improvement of Language Agents.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents StreamBench: Towards Benchmarking Continuous Improvement of Language Agents

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.723295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02923fb9-c267-4ac0-a44d-b3571225cc57 · outbound

This paper cites ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.726132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f529a08d-8637-4fc6-be9b-458095dbcc92 · outbound

This paper cites an unresolved cited work.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.728846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51e8a000-867c-462d-90a2-f9db3743f27e · outbound

This paper cites an unresolved cited work.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.731287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5212ec2-4803-4c08-9810-4956e9292443 · outbound

This paper cites an unresolved cited work.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.733880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22492163-c967-48bf-8ba8-a027a37bf2e3 · outbound

This paper cites Let's Verify Step by Step.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Let's Verify Step by Step

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.736381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c161a161-aac7-445d-8093-545ac2ec425e · outbound

This paper cites an unresolved cited work.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.739036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 593bcd20-98f7-43bd-999b-8e8ed13b62f7 · outbound

This paper cites an unresolved cited work.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.741613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5349ea33-a3eb-4837-8369-78b6053284fa · outbound

This paper cites Qwen2.5 Technical Report.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Qwen2.5 Technical Report

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.743987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a489e9c-d9a7-4688-a9e7-61b1b381a3d3 · outbound

This paper cites an unresolved cited work.

CIGPO: Contextual Information-Gain Policy Optimization for Multi-Turn Evidence-Reading LLM Agents Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T09:54:59.746921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.