Paper Citation Record · LEDGER

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization

As of 8 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2506.01475.

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

pith.paper-citation-record.v1
2506.01475 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:47:51.893563Z

measured 49 of 49 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

49 of 49 outbound references displayed

verified exact0
verified fuzzy0
unresolved49
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a36002a7-5bac-42bd-affb-97ac55fbee3c · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.991948Z

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 622a48e0-de72-472a-a0c6-f43cbd5a0d5a · outbound

This paper cites FireAct: Toward Language Agent Fine-tuning.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization FireAct: Toward Language Agent Fine-tuning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:00.567143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdb255ec-c282-429d-b500-d0974b2c4670 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.920232Z

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 09c23844-b8de-457a-8f49-b541a72ad153 · outbound

This paper cites The Llama 3 Herd of Models.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization The Llama 3 Herd of Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:00.634668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9a98375-1970-4930-a02b-426f3af5ff02 · outbound

This paper cites AgentRefine: Enhancing Agent Generalization through Refinement Tuning.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization AgentRefine: Enhancing Agent Generalization through Refinement Tuning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:00.667874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1554dac-de26-4c17-a6d1-f9e56b6d969e · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:00.702676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f1f6fff-9af9-4d3e-b4ac-53ce6e465792 · outbound

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

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:00.747128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d03f915-c74c-48f6-80cf-1086413519b4 · outbound

This paper cites Understanding the planning of LLM agents: A survey.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Understanding the planning of LLM agents: A survey

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:00.789154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 145139b7-6a41-41b1-83c9-2d07506fb036 · outbound

This paper cites Mistral 7B.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Mistral 7B

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:49.031991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 991364c6-71ba-430b-9574-4ba73a98a6cc · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:49.594789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8cd9652-6ac1-47a8-b7eb-d497f3294b5b · outbound

This paper cites Formal-LLM: Integrating Formal Language and Natural Language for Controllable LLM-based Agents.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Formal-LLM: Integrating Formal Language and Natural Language for Controllable LLM-based Agents

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:49.662536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdf620be-78d7-460a-8495-b6706a267e70 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.863579Z

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 ba4523f0-6713-44a6-b0b7-af57f0cb6422 · outbound

This paper cites LLM+P: Empowering Large Language Models with Optimal Planning Proficiency.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization LLM+P: Empowering Large Language Models with Optimal Planning Proficiency

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:49.774743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5af744e2-fe28-4738-b2fc-489e74b80782 · outbound

This paper cites BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:49.833363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a65dd59a-a1b4-411f-b430-cb9d5ee88428 · outbound

This paper cites AgentLite: A Lightweight Library for Building and Advancing Task-Oriented LLM Agent System.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization AgentLite: A Lightweight Library for Building and Advancing Task-Oriented LLM Agent System

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:49.917199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 332c5315-02f6-4918-b037-9877450aa16c · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.843640Z

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 2e3e4396-081c-46b7-96e1-774db6aa8875 · outbound

This paper cites Iterative Reasoning Preference Optimization.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Iterative Reasoning Preference Optimization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:50.045904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4745af46-8475-4974-8e1f-1c4c094354d4 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.820253Z

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 350e6912-6345-47ef-9f5d-6cac0f3a2371 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.793120Z

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 5079c6a6-cdb6-41fd-b1ab-9f9ae3cc8a4c · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.769821Z

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 931bd661-e97d-4f6f-967b-f24bcb3b0f54 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:50.267644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cea3d569-e049-4f60-a72b-a5d4fdeed13b · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.736404Z

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 73379426-c257-4d6d-af78-5ded0d9fbf6f · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.708647Z

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 4a9cee47-1aa2-4991-a7b1-7859d5b8e63e · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.676944Z

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 64644980-8ae8-475e-abf1-d0179d441fd0 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:50.456516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23f5e70d-6c64-403e-bb6b-de896eb297d7 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.629814Z

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 0fb23917-fac1-4484-b599-61a0918d3c2e · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.598303Z

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 16145647-c582-436b-b3d2-29220fe5fe15 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.545699Z

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 71e2d4e4-b78d-4a1c-a11b-653df120ae42 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:50.631039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2140e262-1074-482b-af60-d775f7fce3b1 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.517420Z

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 2446a275-e63f-4c1e-a0a0-90e6b32ed609 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.482921Z

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 8e05df81-66a4-4122-be45-da0781c574ff · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.454199Z

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 c4321bbf-c7f3-42b4-90a5-8aca749254dc · outbound

This paper cites Learning From Failure: Integrating Negative Examples when Fine-tuning Large Language Models as Agents.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Learning From Failure: Integrating Negative Examples when Fine-tuning Large Language Models as Agents

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:50.812929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 850942b7-7b5d-49c8-bca6-142653ce5f88 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:50.865043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 427674e7-135b-4c20-add5-a291ce001290 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.414023Z

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 b920b238-47a8-41b8-a720-b299ae11feeb · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.386404Z

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 d8b74d7d-38b9-4532-b0f1-3b92aad717fa · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.359706Z

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 6144216c-00b3-4443-bd3b-686053f31473 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:51.088342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a684049a-f95e-4239-8b00-b51f5d2c69a8 · outbound

This paper cites AgentGym: Evolving Large Language Model-based Agents across Diverse Environments.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization AgentGym: Evolving Large Language Model-based Agents across Diverse Environments

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:51.170109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22913d76-7fc6-4849-b3bc-136441fc9911 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.327626Z

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 7596d7b1-f3ef-428c-a474-82d1cdf0b5c4 · outbound

This paper cites Qwen2.5 Technical Report.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Qwen2.5 Technical Report

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:51.387390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 825e833e-7986-4d95-8019-6472786c8528 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.306526Z

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 9ceab20c-1743-4f48-b571-657861aa7ba1 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:51.572633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04f4195d-9466-4ca0-941e-56761dc095d6 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:51.659712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69a5f091-aa01-45de-a69e-8fbe41d9fae7 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:51.766466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 370278cf-386c-497b-95ca-2d64b6804765 · outbound

This paper cites an unresolved cited work.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:52.230431Z

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 bf651055-7644-4e73-97af-9589fc132d70 · outbound

This paper cites LaMMA-P: Generalizable Multi-Agent Long-Horizon Task Allocation and Planning with LM-Driven PDDL Planner.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization LaMMA-P: Generalizable Multi-Agent Long-Horizon Task Allocation and Planning with LM-Driven PDDL Planner

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:51.821700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97feef45-44db-42a5-9660-e46edeba4a60 · outbound

This paper cites online" 'onlinestring :=.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization online" 'onlinestring :=

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:51.859589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation deed7873-ab9b-466f-b0bf-db31a38ac115 · outbound

This paper cites write newline.

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization write newline

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T11:47:51.893563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.