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Paper Citation Record · LEDGER

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs

As of 23 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 3 inbound Pith citation observations for arXiv:2502.10436.

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

pith.paper-citation-record.v1
2502.10436 v4

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:30:22.001951Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:58:45.674359Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T16:51:07.309969Z

Reference resolution

14 of 14 outbound references displayed

  • verified exact0
  • verified fuzzy6
  • unresolved6
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2defaca3-a25f-4acc-a8c8-b2a60fa4585d · outbound

This paper cites In particular, for θ = θ∗, F (θ∗; D) − F (θ∗; ¯D) ≤ ϵ.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs In particular, for θ = θ∗, F (θ∗; D) − F (θ∗; ¯D) ≤ ϵ

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:30:22.338691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-08T17:30:21.987077Z digest=sha256:9434da038e87c48b215b62d2ee61a0dde7428d1aa1bdd35789d7946b97e695ad

Observation b3280be5-811a-4362-a6e8-9105534c8a23 · outbound

This paper cites Because θ∗ is the minimizer of F (·; D), F (ˆθ; D) ≥ F (θ∗; D).

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs Because θ∗ is the minimizer of F (·; D), F (ˆθ; D) ≥ F (θ∗; D)

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:30:22.328613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-08T17:30:21.990845Z digest=sha256:1a6f32488a58809c243629bc2d4f715bc5dec82d51f1801abd8e4c9dc90c9b2c

Observation 8826b9bd-ee93-4534-948d-f48062e488cb · outbound

This paper cites The first term is ≤ 0 (since ˆθ is a minimizer on ¯D), and the second term is ≤ ϵ.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs The first term is ≤ 0 (since ˆθ is a minimizer on ¯D), and the second term is ≤ ϵ

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:30:22.318752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-08T17:30:21.994807Z digest=sha256:35aaaa4944b82cc869900c5a091b83a807a7a8b4d0289312a7df1d3feb5b76d1

Observation 95ed9c2a-2783-4586-953a-2bdca4306126 · outbound

This paper cites The first term is ≤ 0 (since θ∗ is a minimizer on D), and the second term is ≤ ϵ.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs The first term is ≤ 0 (since θ∗ is a minimizer on D), and the second term is ≤ ϵ

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:30:22.307982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-08T17:30:21.998366Z digest=sha256:fb6d543ac013c2ba585f58ec74d096a08ee1c37d11a5457d46f2f2fb322daa3c

Observation 73a06c99-950e-437b-b36d-2bcdb63a08df · outbound

This paper cites Hence F (θ∗; D) − F (ˆθ; ¯D) ≤ ϵ, completing the proof.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs Hence F (θ∗; D) − F (ˆθ; ¯D) ≤ ϵ, completing the proof

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:30:22.294572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-08T17:30:22.001951Z digest=sha256:d898e9d7b4ba814afb2df10b89f98895e704e514bb495dafa290e9dc02985b27

Observation 787c7b67-ab59-47f7-a9e5-30ef391f2519 · outbound

This paper cites In table 2 we outline the supported merging methods, while in table 3 we outline the currently available evolutionary al- gorithms.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs In table 2 we outline the supported merging methods, while in table 3 we outline the currently available evolutionary al- gorithms

Reference 6

Resolution
malformed identifier
raw_fallback, observed 2026-08-08T17:30:22.394779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-08T17:30:21.972386Z digest=sha256:b6fa1a6c5fd906545c31f4183eb7b97ea3ae258da9ee71c864ec4ad9ba27cf38

Observation 64d0bc99-bc33-48e2-a408-7f262aee3f56 · outbound

This paper cites In each experiment, the pop- ulation size was fixed to 25 and the number of iterations to 7.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs In each experiment, the pop- ulation size was fixed to 25 and the number of iterations to 7

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:30:22.361727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-08T17:30:21.979621Z digest=sha256:4630fcc18c8af7b6d8cdc4d3fe2f0c440f1b81b3193f9e48bf9b057d593e5c2f

Observation bcdc12e7-3609-4647-b74d-1032fcdf7c6c · outbound

This paper cites Mistral 7B.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs Mistral 7B

Reference 36

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unresolved
no resolver link, observed 2026-08-08T17:30:21.952682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:30:21.952682Z digest=sha256:54eeff0eaf45ccc6221d6fc76e40b24d765672b8ee99b6f3080d89f166cc4263

Observation 62e2aac5-1289-4b25-80d2-9b54aa3442dd · outbound

This paper cites acl-long.229/.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs acl-long.229/

Reference 229

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no resolver link, observed 2026-08-08T17:30:21.958467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:30:21.958467Z digest=sha256:16a6948d63d5f1fc99857b6f7079fd70a328b2550702116653cfb54e0cd505c9

Observation ead9a0c0-dd44-4530-a8eb-fbaefa706705 · outbound

This paper cites an unresolved cited work.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs Unresolved cited work

Reference 2007

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unresolved
raw_fallback, observed 2026-08-08T17:30:22.375182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-08T17:30:21.976113Z digest=sha256:bcaf7fb4915a48c0446c7800be7768d2b984e7afac9c25ee46f3ce53173e8f3a

Observation 90366926-ed4b-4fd5-8f96-353a9e7ec198 · outbound

This paper cites doi: 10.1109/access.2020.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs doi: 10.1109/access.2020

Reference 2020

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unresolved
no resolver link, observed 2026-08-08T17:30:21.947977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:30:21.947977Z digest=sha256:3406dc22dddd07c1e47ac8ebb9a87ec340f2eebc5d49c802ca46c31a646c5d9c

Observation c2c0b05c-5fa1-459c-806f-242171e836b9 · outbound

This paper cites an unresolved cited work.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-08T17:30:22.407039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-08T17:30:21.968859Z digest=sha256:86da36449b0c0699846f80b79c105459608b2051b331a3bd5777e02f9e622f27

Observation b7aa7fb1-16c8-446c-80c4-8ae70462f68a · outbound

This paper cites an unresolved cited work.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs Unresolved cited work

Reference 2025

Resolution
malformed identifier
raw_fallback, observed 2026-08-08T17:30:22.349510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-08T17:30:21.982839Z digest=sha256:339d46da496fa248e89e00787af93e62d3a56cc35fdd1d85953fbafebe7a3085

Observation 78c039bd-24d5-42b3-8159-659cb2fc992f · outbound

This paper cites Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities.

MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities

Reference 7115

Resolution
unresolved
no resolver link, observed 2026-08-08T17:30:21.964248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:30:21.964248Z digest=sha256:64069b4cb9aae476f3a4c9057a721dde261cf16b43933c0a8f3a731aa3407cfa

Pith citing papers

Observation 6d97e1ad-00b3-45c1-a78c-36de2f5685a4 · inbound

Mergenetic: a Simple Evolutionary Model Merging Library cites this paper.

Mergenetic: a Simple Evolutionary Model Merging Library MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T20:58:45.674359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T20:58:45.674359Z digest=sha256:77fb19d31bdf719be9c03e98b297c8ce4c120f5eaaf98a20a4e1e7a4c9c1f5b1

Observation b63a4cc0-6f27-437a-871c-9316abbfe70c · inbound

StatsMerging: Statistics-Guided Model Merging via Task-Specific Teacher Distillation cites this paper.

StatsMerging: Statistics-Guided Model Merging via Task-Specific Teacher Distillation MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-07T10:45:00.398386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:45:00.398386Z digest=sha256:dc1d48c8f8b8a4b423215e45536dbf3ef79c0b6f04ec0987d0d4b5e32839ceb2

Observation 549ddc86-8c3c-4929-9022-7e89ec5da51d · inbound

Model Merging: Foundations and Algorithms cites this paper.

Model Merging: Foundations and Algorithms MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs

Reference 116

Resolution
verified exact
arxiv_id, observed 2026-05-11T16:51:07.314167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-09T14:47:58.710291Z digest=sha256:ed8ae7eaf8919384bba660db5698d6f2e18c2fb51ca242a964bc44398cf62f0c