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Paper Citation Record · LEDGER

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics

As of 17 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 4 inbound Pith citation observations for arXiv:2411.16139.

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

pith.paper-citation-record.v1
2411.16139 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T13:34:13.560358Z

measured 30 of 30 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:15:10.622938Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T17:22:25.106725Z

Reference resolution

26 of 26 outbound references displayed

  • verified exact0
  • verified fuzzy8
  • unresolved18
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9f591d41-74b1-40fa-90c6-27d0b2e79429 · outbound

This paper cites Editing Models with Task Arithmetic.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Editing Models with Task Arithmetic

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 71eea48f-4d23-44a5-a112-5ac2559edd33 · outbound

This paper cites Ties-merging: Resolving interference when merging models.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Ties-merging: Resolving interference when merging models

Reference 2

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source=pdf_text observed=2026-08-12T13:34:13.469909Z digest=sha256:62bb1a04d9dce7c2d103c40110fce585aaedbaa1988c2a133b42996f5db49d42

Observation 40adddfc-4932-4b9d-8a03-2b467cd561d1 · outbound

This paper cites Language models are super mario: Absorbing abilities from homologous models as a free lunch.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Language models are super mario: Absorbing abilities from homologous models as a free lunch

Reference 3

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source=pdf_text observed=2026-08-12T13:34:13.473725Z digest=sha256:1cf136109f98482678150048188ecb50635452ab711da67ecaf79fa6bb97604c

Observation 269d9f32-2906-4e98-8605-574dd16eb4e6 · outbound

This paper cites AdaMerging: Adaptive Model Merging for Multi-Task Learning.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics AdaMerging: Adaptive Model Merging for Multi-Task Learning

Reference 4

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source=pdf_text observed=2026-08-12T13:34:13.477632Z digest=sha256:931bcfeabc8c7703a433793af6c85be225f6632ef002ad4528808a2e723f189f

Observation 1ca7f94b-9cd5-4a9b-b40f-e389bb57b399 · outbound

This paper cites Parameter Competition Balancing for Model Merging.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Parameter Competition Balancing for Model Merging

Reference 5

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source=pdf_text observed=2026-08-12T13:34:13.481462Z digest=sha256:5e05eddec005d18f015a0cc15acd9dcb650025b7f6a71af25bcce3587c13d8ad

Observation 67e13370-148f-4ad8-afba-fed3c60d85aa · outbound

This paper cites Linear mode connectivity and the lottery ticket hypothesis.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Linear mode connectivity and the lottery ticket hypothesis

Reference 6

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raw_fallback, observed 2026-08-12T13:34:13.823362Z

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=2026-08-12T13:34:13.485677Z digest=sha256:66d5532ebcfaee9c8e173995549b716119b5d8ee3b73a9693be68c80a49e152b

Observation 28e05492-2cfa-4f31-a1a3-e312a24a8438 · outbound

This paper cites Robust fine-tuning of zero-shot models.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Robust fine-tuning of zero-shot models

Reference 7

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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=2026-08-12T13:34:13.489947Z digest=sha256:d951adaba10cbf146d35762d61961a6208ef4464d4c0e3b5fa14c6f9d823f7b1

Observation d8bde20e-c8ce-41d5-a402-f16e289d5fb3 · outbound

This paper cites Merging models with fisher-weighted averaging.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Merging models with fisher-weighted averaging

Reference 8

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source=pdf_text observed=2026-08-12T13:34:13.493833Z digest=sha256:e3eb1ad8e90c0756c4f657ad6efb074d512278d7309c7dc84c266fff1fc5a9f6

Observation 48a1b89a-06b0-4dff-88e0-a6fcadf3f202 · outbound

This paper cites Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time

Reference 9

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source=pdf_text observed=2026-08-12T13:34:13.497428Z digest=sha256:d2421f1356ee3447b33e2db45924c3af84516b825de2e1c55339415edecd07d2

Observation 84828acb-b49e-4a97-893a-672e4af141f7 · outbound

This paper cites Branch-Train-Merge: Embarrassingly Parallel Training of Expert Language Models.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Branch-Train-Merge: Embarrassingly Parallel Training of Expert Language Models

Reference 10

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source=pdf_text observed=2026-08-12T13:34:13.500921Z digest=sha256:62d577a13eac9aecb4ca955820bf2ba1d07fa786dd26e8e41f91069344122533

Observation 57a5d243-2d86-486a-b6ef-8ce04e000741 · outbound

This paper cites Git Re-Basin: Merging Models modulo Permutation Symmetries.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Git Re-Basin: Merging Models modulo Permutation Symmetries

Reference 11

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source=pdf_text observed=2026-08-12T13:34:13.504979Z digest=sha256:5866db2d4cf3e953a4ed2c03d0f866960649505cdd85b936fccf4f1e0a059310

Observation 5167b96a-59e3-4b50-a24d-56c6515e32ba · outbound

This paper cites ColD Fusion: Collaborative Descent for Distributed Multitask Finetuning.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics ColD Fusion: Collaborative Descent for Distributed Multitask Finetuning

Reference 12

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source=pdf_text observed=2026-08-12T13:34:13.508837Z digest=sha256:9b58f686fc82a1414483524394de44af711ce7406e5e61e3f40fac2ec3640cc9

Observation 3bc4bbb7-1365-428f-8a58-79c41257d4c1 · outbound

This paper cites Convolution Meets LoRA: Parameter Efficient Finetuning for Segment Anything Model.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Convolution Meets LoRA: Parameter Efficient Finetuning for Segment Anything Model

Reference 13

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source=pdf_text observed=2026-08-12T13:34:13.512626Z digest=sha256:bd64bcd23e1f318175c1bd583c6caa4daa7c2e2c34f8a8567fcaffd52e2e8f7f

Observation 728cb9ef-b1a1-4fd7-95b9-16bf3f8c7806 · outbound

This paper cites difficult.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics difficult

Reference 14

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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=2026-08-12T13:34:13.516630Z digest=sha256:424d376ad3a168ab16a46d1c3b93162d2c1fd55fb1cafe9cd1ca4c92839eb32a

Observation 9a2276c8-301d-4943-9855-abefbce37001 · outbound

This paper cites Model Compression and Efficient Inference for Large Language Models: A Survey.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Model Compression and Efficient Inference for Large Language Models: A Survey

Reference 15

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source=pdf_text observed=2026-08-12T13:34:13.520112Z digest=sha256:5361b64bc116c2fbb68ac254238edfe52dd7da9780b07dd3dc8257b2b80d1ca8

Observation eaaf55b4-9749-4554-a68e-8e2fc6c3f7ed · outbound

This paper cites Seeking Neural Nuggets: Knowledge Transfer in Large Language Models from a Parametric Perspective.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Seeking Neural Nuggets: Knowledge Transfer in Large Language Models from a Parametric Perspective

Reference 16

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source=pdf_text observed=2026-08-12T13:34:13.523842Z digest=sha256:554edceee4e59c8f2f9291d12dab455218b15c10b58d46a55233ddf1236a7e83

Observation 0f2e5ba7-10e1-41e3-bd5a-ae681b9eb466 · outbound

This paper cites A Gradient Flow Framework For Analyzing Network Pruning.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics A Gradient Flow Framework For Analyzing Network Pruning

Reference 17

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Observation aa364c84-a5ce-46dd-bc2d-a24eb25557c8 · outbound

This paper cites The mnist database of handwritten digit images for machine learning research.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics The mnist database of handwritten digit images for machine learning research

Reference 18

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source=pdf_text observed=2026-08-12T13:34:13.531083Z digest=sha256:48f85f62f24acc15dfd73e0fe1ad1ac425ad1a54c8a40dee43ec680af105b96a

Observation 092e048b-1aca-4230-a43c-fe6e6345038a · outbound

This paper cites Stallkamp, M.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Stallkamp, M

Reference 19

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raw_fallback, observed 2026-08-12T13:34:13.770774Z

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=2026-08-12T13:34:13.534820Z digest=sha256:b56958151c6b2481d58044de252fc332392264b5575352e79507b71b4994b6df

Observation b625ce76-d6f5-4ee8-9203-28b43503ca59 · outbound

This paper cites 3d object representations for fine-grained categorization.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics 3d object representations for fine-grained categorization

Reference 20

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raw_fallback, observed 2026-08-12T13:34:13.758672Z

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=2026-08-12T13:34:13.538293Z digest=sha256:29d2a5c4df1a3f5f3499d034c238d335941c8a4610d519a393ea4d040c202e29

Observation 51cfe4f6-8ec7-4dd0-b3a9-bbd35fe46818 · outbound

This paper cites Bissacco, Bo Wu, and A.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Bissacco, Bo Wu, and A

Reference 21

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raw_fallback, observed 2026-08-12T13:34:13.746964Z

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=2026-08-12T13:34:13.541857Z digest=sha256:dbff898ae13e2d35bbfbfbbc508bd11ff560296f03f5d5a3aea21dbfe6e9c107

Observation cf049a5c-2906-4bf5-964f-53721228bea9 · outbound

This paper cites Cimpoi, S.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Cimpoi, S

Reference 22

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source=pdf_text observed=2026-08-12T13:34:13.545564Z digest=sha256:a33313c73312dfad2ec2dc92be60e802daf05a1cbcb340806b72c8f125d0e865

Observation a5f37bfb-6c6f-4c18-af90-6b4f6b7aa9d4 · outbound

This paper cites Eurosat: A novel dataset and deep learning benchmark for land use and land cover classification.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Eurosat: A novel dataset and deep learning benchmark for land use and land cover classification

Reference 23

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source=pdf_text observed=2026-08-12T13:34:13.549231Z digest=sha256:f2548c1bace37759a9e144c12c71cb58462537daa5f7818ad390a59cab372bb2

Observation 1bcd1788-103b-4467-84d6-d15770800bd3 · outbound

This paper cites Introducing eurosat: A novel dataset and deep learning benchmark for land use and land cover classification.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Introducing eurosat: A novel dataset and deep learning benchmark for land use and land cover classification

Reference 24

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raw_fallback, observed 2026-08-12T13:34:13.721715Z

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=2026-08-12T13:34:13.553041Z digest=sha256:ae673db1293dd45a4aa43f48be086111908fdd43cabebc07a815391dbe3a4a4f

Observation cd83ea8c-bbf0-4bde-ba26-81692f556cda · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 25

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source=pdf_text observed=2026-08-12T13:34:13.556696Z digest=sha256:38a8b7e97ca3d237f890d9a9db1a3ccea6e6b1c43fcd30cff18c3fdfb947a1f2

Observation dcc36d19-0508-4f98-aa3d-e518f0f0e99b · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics Imagenet: A large-scale hierarchical image database

Reference 26

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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=2026-08-12T13:34:13.560358Z digest=sha256:1f4547453ccd3224b53b2dc15a5ad6447cd307037c98474c79a2fbb678d5ddaf

Pith citing papers

Observation 9bc8d39f-c842-44da-a093-52a7615a4c9a · inbound

Neural Incompatibility: The Unbridgeable Gap of Cross-Scale Parametric Knowledge Transfer in Large Language Models cites this paper.

Neural Incompatibility: The Unbridgeable Gap of Cross-Scale Parametric Knowledge Transfer in Large Language Models Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics

Reference 5

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no resolver link, observed 2026-08-07T15:37:55.829964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:37:55.829964Z digest=sha256:91af449611e6c2f12a7d930e33b18b0d1463cf39377dedbb1f81b9934a110baa

Observation d13d37c2-244f-4fec-a6ec-b1f616f7a1bd · inbound

Model Merging Scaling Laws in Large Language Models cites this paper.

Model Merging Scaling Laws in Large Language Models Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics

Reference 2

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arxiv_id, observed 2026-05-18T13:32:37.777244Z

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=2026-05-18T13:32:33.009367Z digest=sha256:a9b421bdcbbeb9990c5514476db38ad3f5d38d2753e4da5c3f0b4e13ab305f19

Observation ccca8c1a-5908-4545-90cb-c01f97da86f5 · inbound

AnyEdit++: Adaptive Long-Form Knowledge Editing via Bayesian Surprise cites this paper.

AnyEdit++: Adaptive Long-Form Knowledge Editing via Bayesian Surprise Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics

Reference 38

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arxiv_id, observed 2026-06-28T17:22:25.108499Z

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=arxiv_source observed=2026-06-28T17:17:44.979859Z digest=sha256:aabec1705ea9c9b6e806bec9a64f730132f40a4115d3c5b73b7124127fd2f7f6

Observation b82bc893-8092-410d-b2c9-1e461c81420d · inbound

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation cites this paper.

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics

Reference 64

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source=pdf_text observed=2026-08-15T22:15:10.622938Z digest=sha256:207b365d37c0d28a004678f4cafc9abfd1ab5f0d1120dad09fb41094aa900416