Paper Citation Record · LEDGER

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents

As of 11 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 1 inbound Pith citation observation for arXiv:2605.30838.

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

pith.paper-citation-record.v1
2605.30838 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T22:25:11.050654Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T15:12:55.571283Z

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
unresolved14
parse uncertain0
malformed identifier1
metadata mismatch6

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e2bdc2c3-507d-4422-bef9-42b056f120b2 · outbound

This paper cites InInternational conference on machine learning, pages 2206–2240.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents InInternational conference on machine learning, pages 2206–2240

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d88310c9-3d58-474d-b6dc-25fa918ad1ca · outbound

This paper cites The Llama 3 Herd of Models.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents The Llama 3 Herd of Models

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T19:26:00.994448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0f0dfb92-fa0d-47b0-81bf-507750e59f4a · outbound

This paper cites Safety Tax: Safety Alignment Makes Your Large Reasoning Models Less Reasonable.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Safety Tax: Safety Alignment Makes Your Large Reasoning Models Less Reasonable

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T19:26:01.005586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 85e443ba-44d4-4f77-935e-41288a12803c · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 4

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T19:26:00.997418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3b542997-addd-4db4-bd83-52a2e4798ed9 · outbound

This paper cites QLASS: Boosting Language Agent Inference via Q-Guided Stepwise Search.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents QLASS: Boosting Language Agent Inference via Q-Guided Stepwise Search

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T19:26:00.994053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5f302c90-eaf3-4b07-ba35-f0ae84bda08a · outbound

This paper cites Proximal Policy Optimization Algorithms.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Proximal Policy Optimization Algorithms

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T19:26:01.003050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d264cd33-5a64-42ea-ac35-83f9d395ecf0 · outbound

This paper cites RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T19:26:01.000723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation de9e2451-9ea5-485c-8b8c-074c9b0845e0 · outbound

This paper cites Qwen3 Technical Report.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Qwen3 Technical Report

Reference 8

Resolution: malformed identifier; local_arxiv, observed 2026-07-01T19:26:00.989185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1795ff38-9bc1-4c40-86cd-460e962dbd91 · outbound

This paper cites an unresolved cited work.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cb12d71-fc0d-4657-b703-1ada6946e28d · outbound

This paper cites an unresolved cited work.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a54cab7a-5726-4475-8127-29144e0a7686 · outbound

This paper cites an unresolved cited work.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d29e604-148f-4518-8735-0d113d95ac10 · outbound

This paper cites , Q Value:0.75 Figure 12: An example of Q-value estimation Case in Cognitive Tree Exploration(CTE) phase. Safety and Helpfulness evaluation Template Attack_EV AL_PROMPT=.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents , Q Value:0.75 Figure 12: An example of Q-value estimation Case in Cognitive Tree Exploration(CTE) phase. Safety and Helpfulness evaluation Template Attack_EV AL_PROMPT=

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4345529-780d-4361-a975-47cea303e896 · outbound

This paper cites {MALICIOUS_QUESTION}.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents {MALICIOUS_QUESTION}

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20134d16-2de8-4391-a056-263f2086e934 · outbound

This paper cites an unresolved cited work.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e35a697-d028-45c3-bf7f-6caa7c371d9c · outbound

This paper cites Query Generation.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Query Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1d533d1-de91-4639-a85a-4b011cec3f46 · outbound

This paper cites Your final output must contain the exact valid XML tags.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Your final output must contain the exact valid XML tags

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7fcad7f-be8e-44c3-9e15-ed72df746218 · outbound

This paper cites Here is the corrected version.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Here is the corrected version

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 595330b2-b46b-4c5d-aa6f-dcb9b937b39f · outbound

This paper cites an unresolved cited work.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12e86987-82b1-4a2c-aa1a-b0276ac69410 · outbound

This paper cites Write a sci-fi story.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Write a sci-fi story

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8a56ceb-462a-4470-8aef-a466191728bc · outbound

This paper cites an unresolved cited work.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 823c1e56-b9ed-48e3-83ef-513bb0206f83 · outbound

This paper cites "" Figure 16: The Prompt Template used for Q-value estimation in the CTE module. Attack success reward judge Template ATTACK_SUCCESS_EV ALUATION_PROMPT=.

COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents "" Figure 16: The Prompt Template used for Q-value estimation in the CTE module. Attack success reward judge Template ATTACK_SUCCESS_EV ALUATION_PROMPT=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T22:25:11.050654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ab15d753-6c50-476b-ae45-1c878a5c8b21 · inbound

Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents cites this paper.

Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T15:12:55.571283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.