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Paper Citation Record · LEDGER

The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 23 inbound Pith citation observations for arXiv:2206.04817.

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

pith.paper-citation-record.v1
2206.04817 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

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 23 of 23 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T04:45:20.903362Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

4
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f1977f38-2afb-4b31-bbec-08d0e56fe5fb · inbound

Progress measures for grokking via mechanistic interpretability cites this paper.

Progress measures for grokking via mechanistic interpretability The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 51

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arxiv_id, observed 2026-05-14T21:52:56.152071Z

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=2026-05-14T21:52:56.040569Z digest=sha256:4d0037b7dc9f42e8b5f371bddbb9404348e77612873a3bcf7ed7b99fa9226919

Observation dd48eb36-bbad-44a5-91da-b6bf244dc858 · inbound

Grokking vs. Learning: Same Features, Different Encodings cites this paper.

Grokking vs. Learning: Same Features, Different Encodings The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 51

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no resolver link, observed 2026-08-09T14:44:27.135407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T14:44:27.135407Z digest=sha256:6045a63f33c673cd015f1ef31789a004ae530aa55bf91934930968d6a0a2112c

Observation 710e4e68-8017-4f3e-aa4f-134079e650a9 · inbound

Learning words in groups: fusion algebras, tensor ranks and grokking cites this paper.

Learning words in groups: fusion algebras, tensor ranks and grokking The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 31

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no resolver link, observed 2026-08-04T22:57:12.255903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:57:12.255903Z digest=sha256:87bafa4bbbc2c442d80b45bd2b59d0e4789c03d2625412b71e9b97fbcea5f8de

Observation a6c99180-590c-4a7d-a647-0b2bb25e3baf · inbound

Egalitarian Gradient Descent: A Simple Approach to Accelerated Grokking cites this paper.

Egalitarian Gradient Descent: A Simple Approach to Accelerated Grokking The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 12

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arxiv_id, observed 2026-05-21T21:14:22.073872Z

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=2026-05-21T21:13:24.267454Z digest=sha256:a2b707bae1164be5c875abe9fe1afda2db46e8ae65a5700e34a5ff66df839381

Observation 71d7b6a0-c873-4c9a-8775-9d98f9f5702b · inbound

On the Convergence Behavior of Preconditioned Gradient Descent Toward the Rich Learning Regime cites this paper.

On the Convergence Behavior of Preconditioned Gradient Descent Toward the Rich Learning Regime The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 18

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arxiv_id, observed 2026-05-16T17:23:09.899076Z

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=2026-05-16T17:21:48.237907Z digest=sha256:2d96f0c020645c977fd0ef33410f067b6b22524634c5a9a34a1504af828d2710

Observation 86e20a61-efbf-4781-9eac-c6443c57eb8b · inbound

The Norm-Separation Delay Law of Grokking: A First-Principles Theory of Delayed Generalization cites this paper.

The Norm-Separation Delay Law of Grokking: A First-Principles Theory of Delayed Generalization The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 11

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metadata mismatch
arxiv_id, observed 2026-05-15T16:20:09.793830Z

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.

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Observation 789f0a5a-1a0e-4f84-a1be-5d13770551d4 · inbound

The Norm-Separation Delay Law of Grokking: A First-Principles Theory of Delayed Generalization cites this paper.

The Norm-Separation Delay Law of Grokking: A First-Principles Theory of Delayed Generalization The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 12

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arxiv_id, observed 2026-05-15T16:20:09.281607Z

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.

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Observation b71939f2-4269-4faf-b3f6-610392fb1f89 · inbound

A Model of Understanding in Deep Learning Systems cites this paper.

A Model of Understanding in Deep Learning Systems The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 7

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arxiv_id, observed 2026-05-13T16:53:00.153816Z

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.

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Observation 2279688d-41a7-4cb1-bed6-792e2dd87f79 · inbound

Beamforming Feedback as a Novel Attack Surface for Wi-Fi Physical-Layer Security cites this paper.

Beamforming Feedback as a Novel Attack Surface for Wi-Fi Physical-Layer Security The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 7

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unresolved
no resolver link, observed 2026-07-13T11:07:39.016814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T11:07:39.016814Z digest=sha256:ffec8ec794f83f0e444006cb1eafb8152eedc9d294788f1d735d203289d76bc2

Observation 6749230f-a5e7-498c-a01e-cbbad0edd17f · inbound

Grokking or Glitching? How Low-Precision Drives Slingshot Loss Spikes cites this paper.

Grokking or Glitching? How Low-Precision Drives Slingshot Loss Spikes The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 1

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verified exact
arxiv_id, observed 2026-05-11T18:51:07.655795Z

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=2026-05-08T13:40:34.426011Z digest=sha256:3d95c61b209e149e9124da1fed323a04251edfea0229ebd821917bcb0cc2bc86

Observation 73721a52-36af-4587-bb4d-1620b47b2161 · inbound

Grokking or Glitching? How Low-Precision Drives Slingshot Loss Spikes cites this paper.

Grokking or Glitching? How Low-Precision Drives Slingshot Loss Spikes The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 1

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verified exact
arxiv_id, observed 2026-05-13T07:12:27.983851Z

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=2026-05-13T07:11:04.242477Z digest=sha256:96736141691748966ef059bcc3fde8afc2cb0aea1e17d658ba2aa6eb8fa96cbc

Observation 22881c92-2658-428a-be82-ba4aa66a08cc · inbound

Grokking or Glitching? How Low-Precision Drives Slingshot Loss Spikes cites this paper.

Grokking or Glitching? How Low-Precision Drives Slingshot Loss Spikes The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 1

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verified exact
arxiv_id, observed 2026-06-30T23:35:07.163290Z

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.

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Observation 08a7977a-a23c-4b4d-9df2-9f270ad3c433 · inbound

Model Capacity Determines Grokking through Competing Memorisation and Generalisation Speeds cites this paper.

Model Capacity Determines Grokking through Competing Memorisation and Generalisation Speeds The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 34

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verified exact
arxiv_id, observed 2026-05-12T03:56:19.425391Z

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=2026-05-12T03:55:28.036044Z digest=sha256:79f5504151a41986485e0618219be955faee9fc219f246c7e14d845c8f5a32c6

Observation 5bde679a-ebd9-40cb-86be-a4f686e7706a · inbound

Feature Learning in Linear-Width Two-Layer Networks: Two vs. One Step of Gradient Descent cites this paper.

Feature Learning in Linear-Width Two-Layer Networks: Two vs. One Step of Gradient Descent The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 204

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verified exact
arxiv_id, observed 2026-05-20T01:32:56.117401Z

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=2026-05-20T01:29:14.555216Z digest=sha256:711b2d2e793634196326e96ee58cea34944166f1990d684b070244a14b7933e8

Observation 5a35fbd0-7b93-4908-af05-30c0516c0b66 · inbound

Feature Learning in Linear-Width Two-Layer Networks: Two vs. One Step of Gradient Descent cites this paper.

Feature Learning in Linear-Width Two-Layer Networks: Two vs. One Step of Gradient Descent The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 204

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arxiv_id, observed 2026-05-25T06:40:24.991388Z

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=2026-05-25T06:39:16.246591Z digest=sha256:18518a03bc7651ed7702fc70b688cb72e9d30369ef125ea849d7c9e6b182b18d

Observation c8edc61c-9b53-4a86-9170-676d1211129e · inbound

Circuit Synchronization Precedes Generalization: A Causal Precursor to Grokking cites this paper.

Circuit Synchronization Precedes Generalization: A Causal Precursor to Grokking The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 11

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verified exact
arxiv_id, observed 2026-07-03T14:08:22.524690Z

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=2026-06-27T07:09:22.925799Z digest=sha256:7e427a782f7ad52d235274440b2300b6292fe1490137a348cf241508f7ce305c

Observation 105dbff8-763a-4b93-99fe-fc9063a544f5 · inbound

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning cites this paper.

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 71

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verified exact
arxiv_id, observed 2026-07-04T09:59:44.996158Z

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=2026-06-26T09:19:50.623741Z digest=sha256:9aaf30417f65a21828421605c79fdaef0c23510fe317153cf68463b25945022c

Observation 42e26feb-606f-4877-80ee-4b6882a91a08 · inbound

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning cites this paper.

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 71

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verified exact
arxiv_id, observed 2026-07-01T18:55:59.736923Z

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=2026-06-29T01:18:19.195007Z digest=sha256:fa945125b0b10eb425c6215b36862dedcbf741688c619059de4f1bd930637f76

Observation b37d3adf-19eb-4ab7-927a-084e07d43a4c · inbound

Learning as Observable Matrix Dynamics: Diffusive Relaxations versus Phase Transitions cites this paper.

Learning as Observable Matrix Dynamics: Diffusive Relaxations versus Phase Transitions The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 21

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arxiv_id, observed 2026-06-30T07:04:21.162501Z

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=2026-06-30T07:00:55.733065Z digest=sha256:40da0be7bb0845ba3bc5f10a7f6b7b1c3abdb1c58073e0c06bbe354c33d899dc

Observation 77fb9130-ed88-4689-9e63-3f9b2469fa58 · inbound

Grokking Is Conditional and Fragile: A Fully-Tractable, Multi-Seed Study at 12K Parameters cites this paper.

Grokking Is Conditional and Fragile: A Fully-Tractable, Multi-Seed Study at 12K Parameters The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 15

Resolution
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no resolver link, observed 2026-07-11T08:46:29.099447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T08:46:29.099447Z digest=sha256:08fdef1146c3da3325c6a48a27a4953893245ddbc717a065cca33164a16a2b2b

Observation ea9f7ef8-83ae-43e0-8493-c6095aefb82e · inbound

The Active Ingredient in Muon's Grokking cites this paper.

The Active Ingredient in Muon's Grokking The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 9

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no resolver link, observed 2026-08-02T08:28:33.489230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T08:28:33.489230Z digest=sha256:17b9c302e9bdeaa47a3f35f6d2f813c898d6d8b6a0b5b37d192f2185e7085146

Observation 41793d77-9d0a-4fbe-8622-e7cdf2b5b625 · inbound

Thermodynamic Weight Decay: Exploring Grokking Acceleration via Attention Specific Heat cites this paper.

Thermodynamic Weight Decay: Exploring Grokking Acceleration via Attention Specific Heat The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 8

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unresolved
no resolver link, observed 2026-08-02T04:40:29.245659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T04:40:29.245659Z digest=sha256:f5ccb9aefe3f10f6bb00bce3d17f14e87d2f50129380f476b28587cdaaf7808a

Observation 932e19b7-2af1-48d5-a846-e767267de3ed · inbound

Post-Grokking Collapse at the Representation-Readout Interface in Muon-Trained Transformers cites this paper.

Post-Grokking Collapse at the Representation-Readout Interface in Muon-Trained Transformers The Slingshot Mechanism: An Empirical Study of Adaptive Optimizers and the Grokking Phenomenon

Reference 13

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no resolver link, observed 2026-08-10T04:45:20.903362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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