Paper Citation Record · LEDGER

What Matters for Model Merging at Scale?

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 inbound Pith citation observations for arXiv:2410.03617.

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

pith.paper-citation-record.v1
2410.03617 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 14 of 14 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 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T20:42:44.413356Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T16:27:09.416126Z

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 ccf5ecc1-f8e2-4a86-9e61-92e6e7b93ec7 · inbound

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

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities What Matters for Model Merging at Scale?

Reference 264

Resolution: verified exact; arxiv_id, observed 2026-05-17T22:16:04.798902Z

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.

Observation 2bb10878-8b67-4146-9962-38cf55ce3c7d · inbound

Reward-Guided Speculative Decoding for Efficient LLM Reasoning cites this paper.

Reward-Guided Speculative Decoding for Efficient LLM Reasoning What Matters for Model Merging at Scale?

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-09T20:42:44.413356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee850eac-1dd0-456a-9cc7-679ce73313e8 · inbound

Beyond the Permutation Symmetry of Transformers: The Role of Rotation for Model Fusion cites this paper.

Beyond the Permutation Symmetry of Transformers: The Role of Rotation for Model Fusion What Matters for Model Merging at Scale?

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-09T19:44:21.000924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 999710fb-ac4a-43c4-809a-3567aaa182c8 · inbound

The Avengers: A Simple Recipe for Uniting Smaller Language Models to Challenge Proprietary Giants cites this paper.

The Avengers: A Simple Recipe for Uniting Smaller Language Models to Challenge Proprietary Giants What Matters for Model Merging at Scale?

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T14:12:39.743785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fa57d73-72ca-406a-b633-d38e7d24b9b8 · inbound

Robust fine-tuning of speech recognition models via model merging: application to disordered speech cites this paper.

Robust fine-tuning of speech recognition models via model merging: application to disordered speech What Matters for Model Merging at Scale?

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:39.345675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d75f9e00-ade1-4bfa-87a9-8e15c2c7303c · inbound

Why Do More Experts Fail? A Theoretical Analysis of Model Merging cites this paper.

Why Do More Experts Fail? A Theoretical Analysis of Model Merging What Matters for Model Merging at Scale?

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T13:44:36.048280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50f6427a-6a53-420d-a4f3-e1483cba258f · inbound

Exploring Sparse Adapters for Scalable Merging of Parameter Efficient Experts cites this paper.

Exploring Sparse Adapters for Scalable Merging of Parameter Efficient Experts What Matters for Model Merging at Scale?

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T19:07:37.304965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e4c32a8-7be0-442c-bad9-8e7f3a4f5f31 · inbound

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

Model Merging Scaling Laws in Large Language Models What Matters for Model Merging at Scale?

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:32:37.698609Z

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.

Observation 87dcf8d5-dd5b-411e-a807-fbbc865b07b5 · inbound

How does the optimizer implicitly bias the model merging loss landscape? cites this paper.

How does the optimizer implicitly bias the model merging loss landscape? What Matters for Model Merging at Scale?

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-18T09:51:13.439804Z

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.

Observation fc6a9319-a13e-4d4c-8531-5e16e5c70fa2 · inbound

Routing-Based Continual Learning for Multimodal Large Language Models cites this paper.

Routing-Based Continual Learning for Multimodal Large Language Models What Matters for Model Merging at Scale?

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-18T00:55:35.330976Z

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.

Observation 466fe225-29e5-4694-95fd-1abec09a814f · inbound

CapVector: Learning Transferable Capability Vectors in Parametric Space for Vision-Language-Action Models cites this paper.

CapVector: Learning Transferable Capability Vectors in Parametric Space for Vision-Language-Action Models What Matters for Model Merging at Scale?

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:36:27.174795Z

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.

Observation cf69f044-6114-4f7c-91a4-a6332a327cbe · inbound

Closed-Form Spectral Regularization for Multi-Task Model Merging cites this paper.

Closed-Form Spectral Regularization for Multi-Task Model Merging What Matters for Model Merging at Scale?

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-02T16:27:09.417586Z

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.

Observation 3fa8134f-fa31-4c93-a0ed-10cfad38c2a9 · inbound

Rethinking Heterogeneous LLM Merging: A Weighted Model Averaging Perspective cites this paper.

Rethinking Heterogeneous LLM Merging: A Weighted Model Averaging Perspective What Matters for Model Merging at Scale?

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-01T16:24:21.762226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f1d5559-9eeb-468a-a5b6-8d723c374db0 · inbound

A Model Merging Approach for Continual MLLM Unlearning cites this paper.

A Model Merging Approach for Continual MLLM Unlearning What Matters for Model Merging at Scale?

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T22:22:42.551293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.