Paper Citation Record · LEDGER

ColD Fusion: Collaborative Descent for Distributed Multitask Finetuning

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2212.01378.

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

pith.paper-citation-record.v1
2212.01378 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T13:34:13.508837Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T08:09:12.920871Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 68f73e1c-56c2-4488-af2c-afcc01b429ca · inbound

Editing Models with Task Arithmetic cites this paper.

Editing Models with Task Arithmetic ColD Fusion: Collaborative Descent for Distributed Multitask Finetuning

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-13T08:09:12.926121Z

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.

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

Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics cites this paper.

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

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T13:34:13.508837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c7588dd-6af6-4d58-b691-4eaa6ec2a1a9 · inbound

Task Arithmetic Through The Lens Of One-Shot Federated Learning cites this paper.

Task Arithmetic Through The Lens Of One-Shot Federated Learning ColD Fusion: Collaborative Descent for Distributed Multitask Finetuning

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-12T11:09:11.565588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d6c287f-dd90-439a-9673-7bd0b1458a96 · inbound

How to Merge Your Multimodal Models Over Time? cites this paper.

How to Merge Your Multimodal Models Over Time? ColD Fusion: Collaborative Descent for Distributed Multitask Finetuning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T19:24:43.003681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e41bd2c6-49ab-4c30-87d8-514ae50d15a8 · inbound

Merge to Mix: Mixing Datasets via Model Merging cites this paper.

Merge to Mix: Mixing Datasets via Model Merging ColD Fusion: Collaborative Descent for Distributed Multitask Finetuning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:34.110875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edd93686-42b9-412c-afe2-eff4b3ec2884 · inbound

CLUES: Collaborative High-Quality Data Selection for LLMs via Training Dynamics cites this paper.

CLUES: Collaborative High-Quality Data Selection for LLMs via Training Dynamics ColD Fusion: Collaborative Descent for Distributed Multitask Finetuning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T20:59:03.238055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa7c85fa-d401-4422-ab97-9092b7bff0e3 · inbound

SAFE-Merge: Data-Free Continual Model Merging with General Knowledge Preservation cites this paper.

SAFE-Merge: Data-Free Continual Model Merging with General Knowledge Preservation ColD Fusion: Collaborative Descent for Distributed Multitask Finetuning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T00:32:24.645313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.