Pith. sign in

Paper Citation Record · LEDGER

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

As of 11 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 2 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 16 of 16 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:45:00.398386Z

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T17:30:21.987077Z digest=sha256:f7617372400055c29da851dc58df8543de4c990771299906f79d838f3df0cd9a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T17:30:21.990845Z digest=sha256:024e25707901d6bedfc9126490b8a126714c7f69d662a49a96dca865079da0f4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T17:30:21.994807Z digest=sha256:8590a4598d29daf83c011128e25f37e0b309b948bb851173de1674d18ade12a1

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T17:30:21.998366Z digest=sha256:aac0ac13f62dba13109908a405450f98e45c412e8fac9dc1735893e0e2a85e45

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T17:30:22.001951Z digest=sha256:28eb7a50809dbfe197e5416af5501878603e8cd4d760da49f1cbdb82d328b81c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T17:30:21.972386Z digest=sha256:d126ce4d2bc6cc420ad6a96799d46f25830169afeace3f76d614050a7d16a4db

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T17:30:21.979621Z digest=sha256:c3f7a92b046b8e23fddbec076c5c2b49648c345461d22344c81142ee06cc2c20

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

Resolution
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=sha256:4016e892f68a264930f0ed0a71de4ee83f7c6349cd944ef568e8d00bc90fce8c

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

Resolution
unresolved
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:b0ad5cb2d3bb2d0cdea600aaeea6cce4bc8297a9137fd48ca9e40eb395628bc1

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

Resolution
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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T17:30:21.976113Z digest=sha256:e73c76445916f704c1c31051bb3e824a4ced085228462dab0c2ba7a838539f6a

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

Resolution
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=sha256:9f8cde0166cdbbdc9dc60ca357b367d183d8953e5df70ac7b39f39f2b1d772fb

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T17:30:21.968859Z digest=sha256:c55457d9e799bff1158b06e618398da56f28e04d1c25023672daa6f165e4cc74

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T17:30:21.982839Z digest=sha256:cf98734b0129a949122a11cf4ac3c7c0c550b9c6591598dccfbc2f0618e920ea

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=sha256:1b0f5396dd864c86ae3f7edc331b629d776f0931098b3a0d254d4c12028bd124

Pith citing papers

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=sha256:44bd8b5427a7c1e934a24a835697a4c38c4d4f13603b628baacb2f89df415a54

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-09T14:47:58.710291Z digest=sha256:c70a083a0bbb0b6e5ab37941ec4d3256341b58011cbfafe2c7932a79871aefc9