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Paper Citation Record · LEDGER

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants

As of 10 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 6 inbound Pith citation observations for arXiv:2502.02431.

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

pith.paper-citation-record.v1
2502.02431 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T12:16:27.418451Z

measured 23 of 23 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 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:12:13.131802Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T07:24:43.278194Z

Reference resolution

17 of 17 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e2c40b16-b180-4a6b-a54d-e0dea32b42c3 · outbound

This paper cites The optimal values of β1 and β2 were .9 and .999 respectively matching the default values.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants The optimal values of β1 and β2 were .9 and .999 respectively matching the default values

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T12:16:27.684170Z

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=2026-08-09T12:16:27.346617Z digest=sha256:68dafcbe823a27675d9aea271d481a9c85b4417d1a0c0ea7e9a5d280b40ed6df

Observation b33483a0-a075-4b77-92d9-34032b32c646 · outbound

This paper cites we fix β1, β2 to be the optimal values from the previous sweep.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants we fix β1, β2 to be the optimal values from the previous sweep

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T12:16:27.668760Z

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=2026-08-09T12:16:27.351802Z digest=sha256:dc04c355fd4b7ea927cb2ab964d9c7efdd20036a52e44fa5cfdd7bdfeb49ad16

Observation e0727a94-c89f-4edf-8f5a-bfdca6ceefd8 · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.653278Z

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=2026-08-09T12:16:27.356303Z digest=sha256:8838f45472a980e593ee4b3fa3d7eb19dbe874ac25e0fa3e4120af553f64ed2d

Observation 9d64aa2a-e924-46b8-b44d-91b5a5cc7f9a · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.639534Z

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=2026-08-09T12:16:27.361370Z digest=sha256:8272150d2ef023ec45dd6de3b4b5c9abf7329a507d0cf140ff93d0a164f86fa9

Observation a6f15126-bc98-416a-af53-4184806db9f6 · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.625035Z

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=2026-08-09T12:16:27.365795Z digest=sha256:bcafc6b461f74803c223a72d2d0d8f36723b609543d94d0a0de6127aa411d3c5

Observation a55247d3-f350-4166-8846-164708e699be · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.610673Z

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=2026-08-09T12:16:27.370170Z digest=sha256:856c7e258c81ba308af6f2f14317529cec9c10d9dc0c86a8a37b1f96df79e9ea

Observation 00cb1902-fb9c-4512-8c1b-d76a701f5543 · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.596631Z

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=2026-08-09T12:16:27.374183Z digest=sha256:7e85d2cc796ab9d0847d3dee5c4539ae9f46bf810a93d81e86419e00cab84efb

Observation 59db220d-6f94-4358-a541-dd8ca3a50037 · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.583133Z

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=2026-08-09T12:16:27.378864Z digest=sha256:40387e0a6c76e23ac0efe214d4da7de56ecdce1c1021949b1ad1613206b8df36

Observation fc49cac2-1ffb-45c5-91b0-e6c57740fe43 · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.568971Z

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=2026-08-09T12:16:27.382984Z digest=sha256:16b9df19a9b88000b02629e15afe9f849d63c512d931d0c7ff1242ac2f1126b3

Observation c71809d5-3730-4629-8c78-62328a1f6435 · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.554433Z

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=2026-08-09T12:16:27.387109Z digest=sha256:53efd7312659ba50ce4b4a138ffc07bf04a5831a7e24c7aad2b0b94424576691

Observation 71a2e4af-b538-441b-b88d-704e510d4ef1 · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.540626Z

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=2026-08-09T12:16:27.391900Z digest=sha256:48be004b8da52e1a98c71c9d877591590e9fd72972891b8606ec3b9013eb1ace

Observation 3afdbd62-ef29-4121-a5b6-f91b2029bc8d · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.525671Z

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=2026-08-09T12:16:27.396292Z digest=sha256:b9dec21303ae7da424feb9d003a30115b6e97def291b629b06196fb1b03dd209

Observation 89ef6bec-76ce-4c73-a917-0e6c8dd0a511 · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.510819Z

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=2026-08-09T12:16:27.400696Z digest=sha256:71934081c7f07820c5de7b22f4e75cb1e03028355f1bb20154e215867f194e88

Observation a73847b4-273e-47e1-ae3f-213d7edd0a48 · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.497281Z

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=2026-08-09T12:16:27.405733Z digest=sha256:8033abbe85a44515d801a1f2167b8015c1f4c58f032f7303fd2e63f4067a015c

Observation 6f4da44a-bd4f-4ec8-921a-f25f2b312914 · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.482841Z

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=2026-08-09T12:16:27.410121Z digest=sha256:f732069ef9e8a54edbe3650c2f16f74c3445f3d689298b823b92e21b33c0690a

Observation 443e04b1-77d4-4dc8-9082-85e0c582bdb6 · outbound

This paper cites an unresolved cited work.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:16:27.468722Z

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=2026-08-09T12:16:27.413649Z digest=sha256:d533f13080efbf65f00a1d692ee36b8fdbf2b9ca9aaba110a256c57a9f11f6ee

Observation 34536923-0aca-4383-8328-7b233f145228 · outbound

This paper cites In this section, we will show that all the methods in the works Jain et al.

Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants In this section, we will show that all the methods in the works Jain et al

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T12:16:27.454550Z

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=2026-08-09T12:16:27.418451Z digest=sha256:81862c61687c7ffeaa4a2f1b276ebe32a4a54c631e998b90f6f7424c37407009

Pith citing papers

Observation 6f9e2bb9-eab8-45bf-99ca-c4ae33ed39ad · inbound

Dimension-adapted Momentum Outscales SGD cites this paper.

Dimension-adapted Momentum Outscales SGD Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-07T15:12:13.131802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:12:13.131802Z digest=sha256:40b296332f16845c987ca47bcc8a32104773d245f8c419b6ecc0d7987479afb6

Observation c285b5b9-0cdf-4e57-8fdd-f5380853fc73 · inbound

Benchmarking Optimizers for MLPs in Tabular Deep Learning cites this paper.

Benchmarking Optimizers for MLPs in Tabular Deep Learning Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants

Reference 9

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T12:10:22.033429Z

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=2026-05-10T12:06:08.798712Z digest=sha256:8e39ff901b2089ca31822ec4517802c89f68c1443537841afa4eacb1412fa5dd

Observation 77a9e01f-89b9-4418-9d30-c9bc9d0ae80a · inbound

Optimistic Dual Averaging Unifies Modern Optimizers cites this paper.

Optimistic Dual Averaging Unifies Modern Optimizers Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-13T05:52:21.817273Z

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=2026-05-13T05:52:16.805180Z digest=sha256:7459a9c34d8c2922319b48c7a607e2d3d57269d1df90c7e3a5dcf2acdc430391

Observation 7a65891a-2c8e-4bd1-8f3a-d0181a590edd · inbound

ScheduleFree+: Scaling Learning-Rate-Free & Schedule-Free Learning to Large Language Models cites this paper.

ScheduleFree+: Scaling Learning-Rate-Free & Schedule-Free Learning to Large Language Models Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-20T12:23:16.772543Z

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=arxiv_source observed=2026-05-20T12:22:30.263086Z digest=sha256:7c9dac16e8a046f98a5521d5bd87b5b798efd3a78869a528a3f405a77bd50dd1

Observation 5c7d8c8d-f440-4bce-a461-b1f9c7eb5bee · inbound

AMUSE: Anytime Muon with Stable Gradient Evaluation cites this paper.

AMUSE: Anytime Muon with Stable Gradient Evaluation Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-22T07:24:43.281402Z

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=arxiv_source observed=2026-05-22T07:22:08.606941Z digest=sha256:df7583336d6f6ff189ea1b7f1dc9fe7defabdc654be3ab1936d81a219252a61b

Observation 514319f8-ca1e-4b10-8109-11f34bf71b32 · inbound

OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers cites this paper.

OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers Connections between Schedule-Free Optimizers, AdEMAMix, and Accelerated SGD Variants

Reference 83

Resolution
unresolved
no resolver link, observed 2026-07-11T22:10:49.683444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T22:10:49.683444Z digest=sha256:bd58294f3344bf99074ff2089aa4d4d853879a0a48f522bfc2caeca1c619bacf