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Paper Citation Record · LEDGER

A Survey of Automatic Prompt Optimization with Instruction-focused Heuristic-based Search Algorithm

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2502.18746.

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

pith.paper-citation-record.v1
2502.18746 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:34:24.975337Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 6761f935-4f6b-4abd-97c8-6a9572c0cc0d · inbound

Inverse Reinforcement Learning Meets Large Language Model Post-Training: Basics, Advances, and Opportunities cites this paper.

Inverse Reinforcement Learning Meets Large Language Model Post-Training: Basics, Advances, and Opportunities A Survey of Automatic Prompt Optimization with Instruction-focused Heuristic-based Search Algorithm

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T16:34:24.975337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:34:24.975337Z digest=sha256:26f97681216d4e9973373adfba3c930ac8a683c743bcb95e2fac41cba6c14351

Observation a4dcdeb3-16a3-4900-9cbd-2100aea52cad · inbound

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement cites this paper.

Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement A Survey of Automatic Prompt Optimization with Instruction-focused Heuristic-based Search Algorithm

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-03T09:35:18.295813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:35:18.295813Z digest=sha256:aaab1c4ba8c8af4ab540df5c48a020131bb5dbcf03a05fb8e01823606c7bc127

Observation 2032da09-7770-40bf-86b9-855996eb433e · inbound

Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions cites this paper.

Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions A Survey of Automatic Prompt Optimization with Instruction-focused Heuristic-based Search Algorithm

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-02T23:04:28.743488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:04:28.743488Z digest=sha256:4059bf93967af279a47a75dada5173439fcfc67564dad9c53f657b798416d137

Observation 2418a0c1-86a5-4ba4-8ff1-96e6307f01b7 · inbound

Self-Prompting Small Language Models for Privacy-Sensitive Clinical Information Extraction cites this paper.

Self-Prompting Small Language Models for Privacy-Sensitive Clinical Information Extraction A Survey of Automatic Prompt Optimization with Instruction-focused Heuristic-based Search Algorithm

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-08T17:23:40.472259Z

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.

source=pdf_text observed=2026-05-08T17:22:17.266351Z digest=sha256:c567d4c3a95d1d612aa04c6a03fdb00f765f6f95b17b5f73fa1a5e3cf2fde240

Observation c13b52ba-6800-4fe7-b30d-7020ae749ada · inbound

Self-Prompting Small Language Models for Privacy-Sensitive Clinical Information Extraction cites this paper.

Self-Prompting Small Language Models for Privacy-Sensitive Clinical Information Extraction A Survey of Automatic Prompt Optimization with Instruction-focused Heuristic-based Search Algorithm

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-07-01T00:05:09.463386Z

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.

source=pdf_text observed=2026-06-30T23:55:22.768635Z digest=sha256:ce83573d69597f4980a420642fc7d913cd68e53ec1fb27f3efce1851c9fb0c17