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Paper Citation Record · LEDGER

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble

As of 17 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2608.03636.

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

pith.paper-citation-record.v1
2608.03636 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:40:29.957098Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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 exact1
  • verified fuzzy2
  • unresolved17
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eea90cfc-2303-43e0-90aa-bd2219c18c8d · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.545075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.862639Z digest=sha256:f5171c1a358f7ad9d322f0439974dd5e92f082fa013b59271d44fb68a7955185

Observation 8afad74d-52ef-4a73-8735-7df53c331ca7 · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.524743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.869521Z digest=sha256:3519fc67f49ba1e3d08d8752815890f8ae85a02c91cce19078445a7800d93d9f

Observation 27bf3740-690c-48b0-8c6f-ae8adefce2fb · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.507902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.876577Z digest=sha256:cdac88082d3af33381102ed8a6498a8f4d6f19db81451b335baf67c904bc9742

Observation f42970f8-31be-47eb-b2fc-8576025c611e · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.490266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.882094Z digest=sha256:d8694447bfd74b1c54748432fd125ea223296afc93ba9ebdddfc603ba94a0f2c

Observation 1b69f531-b817-458d-9c86-5feb8b8b06a5 · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.473569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.887367Z digest=sha256:86b69534cc2ac3e896801003d6dc9fa128f4b2ec58a33e302cf886f809cae081

Observation e4305f48-7aa6-4c29-828a-18b48fcc9032 · outbound

This paper cites "" import math # ==================== Nested Helper Functions ====================,→ def adaptive_params(n, intensity):.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble "" import math # ==================== Nested Helper Functions ====================,→ def adaptive_params(n, intensity):

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:40:30.454888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.892164Z digest=sha256:8acdd185bb4ac6ce106485a5099c15e6797c9313b84841d4528252ee04d92811

Observation b4d74bc1-075f-447f-9518-bb121a4b9709 · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.430703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.897782Z digest=sha256:07b020ae23a48182062fa7085476d241c9c2ac580e2e388588c6bef72b1badce

Observation 03f8d17c-0cf2-472f-9579-79dd6d186171 · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.412596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.902538Z digest=sha256:eaf866fefccf4d587dd95b31d82fb9098e45ca68f3f0992467227cd8dc76bb6d

Observation d1cd879f-3105-47ee-ab75-81e665aa5627 · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.390295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.907066Z digest=sha256:c117932ff09c1463f363c8f742e86bde01abf793d201406ddb396533b79c1579

Observation ff9d906d-a9b9-47fd-a36c-123b4324ad40 · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.371389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.911750Z digest=sha256:90b71a1d1fe355e611dc8a518cc3826c61e5ec7ac35236864efc2a94c2fb8e18

Observation a05fe5f5-2d7b-4104-b5d8-e12e55af70d7 · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.350450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.916435Z digest=sha256:f7672f132b329f1c74d270ad834d0a5427dfa53efb912b02b52c8bb0e785d36b

Observation f4888bec-5379-4418-9103-62f35564a576 · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.329180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.921062Z digest=sha256:eb5d34c18a8a13465d10a834712f49e2200b31814cc690a6a554f6953e360d48

Observation 32d5014c-db9b-4035-b63f-656137801682 · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.306695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.926024Z digest=sha256:0243fc03febded62c09f33654318fb634403ebf4e0554496817bcfb51d169ec3

Observation 1b6b051d-3ac5-4016-8d1b-ab936a6d5a16 · outbound

This paper cites This prevents the same context from being repeated in both crossover and mutation within one evolution step.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble This prevents the same context from being repeated in both crossover and mutation within one evolution step

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:40:30.278815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.930524Z digest=sha256:0791742c971bd860491db0230fb2522e8475f47255041ded0cd393858a4588af

Observation 823ba68e-cfea-49f0-bc59-bbb1795a8110 · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.252127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.935481Z digest=sha256:599bfcfa2d790aad4e3b55a20d559e1fc8645b8d66a9fd71bf89b4f6309881f7

Observation 72855bae-f905-478d-922e-daacc8b0587d · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.225612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.940172Z digest=sha256:f59ad2ef3a47cddb61a46aaf5e4d06a349285c9d057a991e499292a5f436448d

Observation af3e910e-3696-456b-8beb-723d9d90f593 · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.203064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.944935Z digest=sha256:ed8ab97b4aafe6dfef856110d7de879c849e81a72ff3b3b85877f9b6a2c4f29a

Observation 59023290-4145-45c4-83d4-a1db9ff1abbc · outbound

This paper cites an unresolved cited work.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:40:30.179876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.949958Z digest=sha256:24e4ff1d53be2f20a2df179d8a9565f0d0f77ea21b44f6745156051fc2aaeaf0

Observation c409a844-a9cc-4903-844f-52c2a53ac608 · outbound

This paper cites summary":.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble summary":

Reference 22

Resolution
malformed identifier
raw_fallback, observed 2026-08-05T15:40:30.156299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.957098Z digest=sha256:50d80a4217f8505a1fc4281a49be408ec961dacb5abf9dee8f85e8614df4e406

Observation f3a5de98-7581-4936-b288-5005937f9dbc · outbound

This paper cites Chen, M.; and Li, G.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble Chen, M.; and Li, G

Reference 468

Resolution
unresolved
no resolver link, observed 2026-08-05T15:40:29.839290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:40:29.839290Z digest=sha256:664d7532aa73337ae1a0f3d450037de7512b0b7ed1b890c127d9c49ff9c81070

Observation f2f4e998-abff-4fc5-957c-f1526afd4fd6 · outbound

This paper cites PathWise: Planning through World Model for Automated Heuristic Design via Self-Evolving LLMs.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble PathWise: Planning through World Model for Automated Heuristic Design via Self-Evolving LLMs

Reference 2020

Resolution
metadata mismatch
local_arxiv, observed 2026-08-05T15:40:30.045086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.845866Z digest=sha256:4babed66fa087c1531f63b5e1e41214ec5d740992b5d45c4d91bbd395342d148

Observation ba6426fc-2203-4b2d-8b1a-e951acd594fc · outbound

This paper cites LLM-Driven Co-Evolutionary Automated Heuristic Design for Bi-Component Coupled Combinatorial Optimization.

MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble LLM-Driven Co-Evolutionary Automated Heuristic Design for Bi-Component Coupled Combinatorial Optimization

Reference 2026

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:40:30.013326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T15:40:29.852625Z digest=sha256:4f72e3cc706a18084b83710b493c3c59e5e72b3e3838e7aeef8940e25f3faca1

Pith citing papers

No inbound Pith citation observations are available.