Paper Citation Record · LEDGER

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks

As of 8 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2605.27375.

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

pith.paper-citation-record.v1
2605.27375 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T08:47:59.151393Z

measured 22 of 22 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

22 of 22 outbound references displayed

verified exact0
verified fuzzy0
unresolved21
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 82b74579-0655-4f4d-a894-a2dc0f86ad2b · outbound

This paper cites Detecting Hate Speech with GPT-3.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Detecting Hate Speech with GPT-3

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b589fad8-699a-4f2a-9774-6541e40e9cbc · outbound

This paper cites In The Twelfth International Conference on Learning Representations.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks In The Twelfth International Conference on Learning Representations

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41c38ef4-9f73-41ee-be10-84ed9c64bd34 · outbound

This paper cites GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher

Reference 3

Resolution: malformed identifier; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea3585ce-d367-44b7-94d0-edbeb185877c · outbound

This paper cites an unresolved cited work.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eafaf6ff-d0d3-412c-993d-2db62fb52765 · outbound

This paper cites an unresolved cited work.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b941cfc-ba35-42f9-bbca-da4a176358ac · outbound

This paper cites an unresolved cited work.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ded733a7-3492-4021-8c1b-17ddf7dd6b1a · outbound

This paper cites an unresolved cited work.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 082407d6-6b6f-4ca4-95e4-b4ba858caaa9 · outbound

This paper cites an unresolved cited work.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c655fb9-74db-4895-9a2a-23b53da14658 · outbound

This paper cites an unresolved cited work.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3fd2f3d-99ee-4ff9-bbfc-a12a5286b4a8 · outbound

This paper cites delete" to.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks delete" to

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92307700-d41f-458f-83c7-9cc176a00865 · outbound

This paper cites Use a task- specific safety standard.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Use a task- specific safety standard

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0167886b-79ed-4c69-a66b-d392b595df18 · outbound

This paper cites an unresolved cited work.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c40a085c-cbeb-4c86-aef8-c575af726e15 · outbound

This paper cites Use a task- specific safety standard.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Use a task- specific safety standard

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44110dba-6c14-4692-b0ad-068d6db35ece · outbound

This paper cites an unresolved cited work.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8834adce-a0f6-441b-b60e-14943e6cb0e8 · outbound

This paper cites - Justify your decision with clear reference to agent behavior and how it responded to obstacles.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks - Justify your decision with clear reference to agent behavior and how it responded to obstacles

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f008f805-9a0e-43be-8682-afc6e30cd6de · outbound

This paper cites an unresolved cited work.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 771d6041-120c-447e-842c-d5d1703010ed · outbound

This paper cites an unresolved cited work.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39366c43-696e-4af1-b614-22e899ff5d75 · outbound

This paper cites an unresolved cited work.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a07858a-6ab9-4393-95ce-7c372926446c · outbound

This paper cites an unresolved cited work.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71933ff0-b59a-423a-b704-97dcb945410a · outbound

This paper cites - Justified refusals due to risk , such as privacy concerns, irreversible changes, or lack of permission, should be rewarded, not penalized.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks - **Justified refusals** due to risk , such as privacy concerns, irreversible changes, or lack of permission, should be **rewarded**, not penalized

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ef51ac8-3a75-4e70-b2f9-2129c491bb7c · outbound

This paper cites Use a task- specific safety standard.

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks Use a task- specific safety standard

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e4bb69e-dcbd-499f-a7fd-4b13450a8814 · outbound

This paper cites traj": ".

LCO: LLM-based Constraint Optimization for Safer Agentic LLMs in Real-world Tasks traj": "

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-13T08:47:59.151393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.