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Paper Citation Record · LEDGER

DiLoCo: Distributed Low-Communication Training of Language Models

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 40 inbound Pith citation observations for arXiv:2311.08105.

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

pith.paper-citation-record.v1
2311.08105 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 40 of 40 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:45:00.694739Z

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

7
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 15ad925d-b52d-460d-877d-99fbcae9f9fa · inbound

Prime Collective Communications Library -- Technical Report cites this paper.

Prime Collective Communications Library -- Technical Report DiLoCo: Distributed Low-Communication Training of Language Models

Reference 2

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source=arxiv_source observed=2026-08-07T15:45:00.694739Z digest=sha256:696d436814dac7b443404d299b011ed5f51915234a35a47ae13dffe9b170375b

Observation 071f1e30-5c6f-4492-bf64-3c50eca7c604 · inbound

Incentivizing Permissionless Distributed Learning of LLMs cites this paper.

Incentivizing Permissionless Distributed Learning of LLMs DiLoCo: Distributed Low-Communication Training of Language Models

Reference 4

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no resolver link, observed 2026-08-07T13:30:19.164843Z

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source=pdf_text observed=2026-08-07T13:30:19.164843Z digest=sha256:5a8127aea7f533a91ac6da3d140211a10a3b8d5ec2772b0ea2d938736bcf0dbb

Observation ec5ff9dd-d323-429c-b9ae-5d73bd6acdd0 · inbound

DES-LOC: Desynced Low Communication Adaptive Optimizers for Training Foundation Models cites this paper.

DES-LOC: Desynced Low Communication Adaptive Optimizers for Training Foundation Models DiLoCo: Distributed Low-Communication Training of Language Models

Reference 12

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source=pdf_text observed=2026-08-07T13:13:21.194758Z digest=sha256:e9b310ba7d0d1e3ce3e986ed65b17a61f724eafe2d1f1225ab9b73d2db50c5ae

Observation 4449a919-5659-43e7-bf23-9d0dc44eb9a2 · inbound

MuLoCo: Muon is a practical inner optimizer for DiLoCo cites this paper.

MuLoCo: Muon is a practical inner optimizer for DiLoCo DiLoCo: Distributed Low-Communication Training of Language Models

Reference 13

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source=arxiv_source observed=2026-08-07T12:45:26.610592Z digest=sha256:63f159c6f06b4f42a2455220a742eed30d49b1cd9fd5a084fcd71153e14e1c63

Observation 6e906f3c-ff5a-495d-ab76-86472ce8777e · inbound

Subspace Networks: Scaling Decentralized Training with Communication-Efficient Model Parallelism cites this paper.

Subspace Networks: Scaling Decentralized Training with Communication-Efficient Model Parallelism DiLoCo: Distributed Low-Communication Training of Language Models

Reference 13

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no resolver link, observed 2026-08-07T11:55:13.360801Z

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source=arxiv_source observed=2026-08-07T11:55:13.360801Z digest=sha256:8da918ea6f70455e69730d9be7b30ada91168fd74a4bdbcd66256ae719917547

Observation 76f073f6-21b1-4e85-aabd-74f486939cb4 · inbound

PC-MoE: Memory-Efficient and Privacy-Preserving Collaborative Training for Mixture-of-Experts LLMs cites this paper.

PC-MoE: Memory-Efficient and Privacy-Preserving Collaborative Training for Mixture-of-Experts LLMs DiLoCo: Distributed Low-Communication Training of Language Models

Reference 5

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source=pdf_text observed=2026-08-07T11:17:08.727540Z digest=sha256:5bdc49a8505d6f194221f0e372e2d1e552f5b980a316fb7813add94b8a1edaac

Observation 416f7470-76d8-4077-8710-3ab49683b68f · inbound

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training cites this paper.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training DiLoCo: Distributed Low-Communication Training of Language Models

Reference 11

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source=arxiv_source observed=2026-08-07T10:46:06.468296Z digest=sha256:3e049c2f116b90227e058b47e2601365fa6806022cd01011bd40ef39d6c12246

Observation 407c224f-5d82-43e0-9a22-a0ba775b36cf · inbound

NoLoCo: No-all-reduce Low Communication Training Method for Large Models cites this paper.

NoLoCo: No-all-reduce Low Communication Training Method for Large Models DiLoCo: Distributed Low-Communication Training of Language Models

Reference 2021

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source=pdf_text observed=2026-08-07T04:20:01.338312Z digest=sha256:4213be8aa370fba51e567f65002c78c2a378daa3872cd677fd409e5682b8b763

Observation 8549cf5b-dd06-4a11-98b6-9f82744c914d · inbound

DiLoCoX: A Low-Communication Large-Scale Training Framework for Decentralized Cluster cites this paper.

DiLoCoX: A Low-Communication Large-Scale Training Framework for Decentralized Cluster DiLoCo: Distributed Low-Communication Training of Language Models

Reference 6

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source=pdf_text observed=2026-08-06T22:40:13.436255Z digest=sha256:744b1cc3887f22da799310063a602622e3b43490f320cdb0751645e0bbf207e3

Observation 547be796-941e-40ce-aa18-496d59b245c6 · inbound

On the Surprising Effectiveness of a Single Global Merging in Decentralized Learning cites this paper.

On the Surprising Effectiveness of a Single Global Merging in Decentralized Learning DiLoCo: Distributed Low-Communication Training of Language Models

Reference 16

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arxiv_id, observed 2026-05-19T05:42:06.087985Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-19T05:39:53.088948Z digest=sha256:2c4fb0450b2ba17efddd1ddb34b9e1127fb13512fb142f24e3a707547c20a2bc

Observation 4581f219-a55e-46eb-8f6f-dac9a32201d5 · inbound

DICE: Data Influence Cascade in Decentralized Learning cites this paper.

DICE: Data Influence Cascade in Decentralized Learning DiLoCo: Distributed Low-Communication Training of Language Models

Reference 2019

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no resolver link, observed 2026-08-06T19:00:00.918889Z

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source=pdf_text observed=2026-08-06T19:00:00.918889Z digest=sha256:d12996c862c6404cbb2671004c0568802da459df048d96d8d6170711eab68acf

Observation ef29e758-7d1f-40ed-898a-be261a4fc9a9 · inbound

Distributed and Decentralised Training: Technical Governance Challenges in a Shifting AI Landscape cites this paper.

Distributed and Decentralised Training: Technical Governance Challenges in a Shifting AI Landscape DiLoCo: Distributed Low-Communication Training of Language Models

Reference 7

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source=arxiv_source observed=2026-08-06T18:37:45.531277Z digest=sha256:a3d998a1cab8300f29f6de825adea98ba30136e1c68fdbba9c7c7f910b51f3ee

Observation ee585c18-0e62-4758-9dbe-f2062d9917bb · inbound

Model Parallelism With Subnetwork Data Parallelism cites this paper.

Model Parallelism With Subnetwork Data Parallelism DiLoCo: Distributed Low-Communication Training of Language Models

Reference 9

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source=pdf_text observed=2026-08-06T18:19:59.333518Z digest=sha256:6f01bd8e8674694c1050693d454ead5c2c61d6c81ff53951ece5f865a06af40c

Observation 719527bf-0822-43b7-ac90-8e208eac7646 · inbound

Compute Requirements for Algorithmic Innovation in Frontier AI Models cites this paper.

Compute Requirements for Algorithmic Innovation in Frontier AI Models DiLoCo: Distributed Low-Communication Training of Language Models

Reference 12

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source=arxiv_source observed=2026-08-06T17:52:50.265538Z digest=sha256:4d525c6f0f07d87f8b482520841bb6158396d16e3e35a52db976aa8ac77d75b8

Observation 56cd2afe-9f0a-41fd-a231-e5696fb4f400 · inbound

Overcoming the Communication-Performance Tradeoff in LLM Pretraining cites this paper.

Overcoming the Communication-Performance Tradeoff in LLM Pretraining DiLoCo: Distributed Low-Communication Training of Language Models

Reference 2024

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source=pdf_text observed=2026-08-05T17:50:42.327928Z digest=sha256:1b026e1b66f557e414acf50c7ab25372bc07408691af985a332b1ec1b58cfb0f

Observation d20fa830-0265-4a0b-8cef-3700bff4f7c1 · inbound

AdLoCo: adaptive batching significantly improves communications efficiency and convergence for Large Language Models cites this paper.

AdLoCo: adaptive batching significantly improves communications efficiency and convergence for Large Language Models DiLoCo: Distributed Low-Communication Training of Language Models

Reference 3

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source=arxiv_source observed=2026-08-05T16:36:50.502069Z digest=sha256:dbb89748efdbb181915a6b5ee8a8fa1007a9429315fd5a79cc32683960384e25

Observation 735fd172-a4bc-4a6b-a7b2-3b5eb52e84cb · inbound

Paris: A Decentralized Trained Open-Weight Diffusion Model cites this paper.

Paris: A Decentralized Trained Open-Weight Diffusion Model DiLoCo: Distributed Low-Communication Training of Language Models

Reference 4

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no resolver link, observed 2026-08-04T12:37:33.139636Z

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source=arxiv_source observed=2026-08-04T12:37:33.139636Z digest=sha256:9959b177d15c161aa0da6c2b89cdbe58a097b77d02f331174b2c6e3fe883bdec

Observation ee686517-8e08-47fb-bea2-93f0aa6fde3e · inbound

Towards a future space-based, highly scalable AI infrastructure system design cites this paper.

Towards a future space-based, highly scalable AI infrastructure system design DiLoCo: Distributed Low-Communication Training of Language Models

Reference 39

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source=pdf_text observed=2026-08-03T21:00:25.350044Z digest=sha256:b3befd6c9e1fdafe266a3d1119dbddb2db5c4a7eb258f042e15cf845d437b108

Observation 8affa5a0-6c2d-45ed-b5c8-488d36d803c2 · inbound

Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic cites this paper.

Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic DiLoCo: Distributed Low-Communication Training of Language Models

Reference 11

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arxiv_id, observed 2026-05-16T09:50:49.408158Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-16T09:47:47.051969Z digest=sha256:3f800d5b53a6670fcc4961925ac1e828a85db943218eeab9427ec4cef76e27f1

Observation 14ec8947-395e-4b2e-8ba7-f4de7bc932a9 · inbound

Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic cites this paper.

Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic DiLoCo: Distributed Low-Communication Training of Language Models

Reference 11

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source=pdf_text observed=2026-08-03T06:46:38.886381Z digest=sha256:23ac8c57fe0ce1e37adc9c7056fca609b9449227c531641dbbadab860434db23

Observation 60c3ecbb-c895-41d5-9e0d-221fa60f8ccb · inbound

LoRDO: Distributed Low-Rank Optimization with Infrequent Communication cites this paper.

LoRDO: Distributed Low-Rank Optimization with Infrequent Communication DiLoCo: Distributed Low-Communication Training of Language Models

Reference 6

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source=pdf_text observed=2026-08-03T04:44:55.319460Z digest=sha256:a23d05f2e1c58ce8f5faedb10c3153f4bc182982f5259ae17fe44a6cb9203e03

Observation d1c9f7f1-8bbe-4e3c-baf0-9adfa6831473 · inbound

Distributed Generative Inference of LLM at Internet Scales with Multi-Dimensional Communication Optimization cites this paper.

Distributed Generative Inference of LLM at Internet Scales with Multi-Dimensional Communication Optimization DiLoCo: Distributed Low-Communication Training of Language Models

Reference 10

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arxiv_id, observed 2026-05-09T23:04:17.846136Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T23:01:56.712670Z digest=sha256:4a3f166c3629bc73f834b7e7490efe2b6378a51210727451a227ea0450f2b3f8

Observation 669f8d3c-b7c6-48da-a9fa-389612f0a24d · inbound

Scalable Hyperparameter-Divergent Ensemble Training with Automatic Learning Rate Exploration for Large Models cites this paper.

Scalable Hyperparameter-Divergent Ensemble Training with Automatic Learning Rate Exploration for Large Models DiLoCo: Distributed Low-Communication Training of Language Models

Reference 5

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arxiv_id, observed 2026-05-11T21:51:20.305569Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-08T04:08:25.530778Z digest=sha256:2401bc1d643a558d0375152a9aa7a7249a7790e0417d83e29149de07081b903c

Observation 7d01d556-d04a-45ed-b874-a4ebec0d0f21 · inbound

Rennala MVR: Improved Time Complexity for Parallel Stochastic Optimization via Momentum-Based Variance Reduction cites this paper.

Rennala MVR: Improved Time Complexity for Parallel Stochastic Optimization via Momentum-Based Variance Reduction DiLoCo: Distributed Low-Communication Training of Language Models

Reference 48

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arxiv_id, observed 2026-05-12T07:51:31.493255Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-12T01:51:20.003552Z digest=sha256:60e408071ccb872e59e98c825790a9d7e270c49094162a47eeaf849232708a6f

Observation da34be27-988f-409b-83a0-7ec12094c728 · inbound

Cosine-Gated Adam-Decay: Drop-In Staleness-Aware Outer Optimization for Decoupled DiLoCo cites this paper.

Cosine-Gated Adam-Decay: Drop-In Staleness-Aware Outer Optimization for Decoupled DiLoCo DiLoCo: Distributed Low-Communication Training of Language Models

Reference 2

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arxiv_id, observed 2026-05-12T02:31:16.903062Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-12T02:30:11.470788Z digest=sha256:8c47e41c408d5abd38b18ad9b8aee7766bea0b6f7ee132739bc25b062ebae29f

Observation 4e08d48d-d067-4fd7-8043-523dfc129b2f · inbound

Optimistic Dual Averaging Unifies Modern Optimizers cites this paper.

Optimistic Dual Averaging Unifies Modern Optimizers DiLoCo: Distributed Low-Communication Training of Language Models

Reference 4

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arxiv_id, observed 2026-05-13T05:52:21.837939Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-13T05:52:16.805180Z digest=sha256:a90caaf121956a653f2eead84a4efa7dd6b344e53a0e7eb6afc36ae00256bfcd

Observation 0dbb234a-1f2d-48ae-8b63-af31aca8ebeb · 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 DiLoCo: Distributed Low-Communication Training of Language Models

Reference 9

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arxiv_id, observed 2026-05-20T12:23:16.790219Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-20T12:22:30.263086Z digest=sha256:a6afb6754e0a0b778b6ce46feea100cdafa5fcfbff73ddf824235b4154977556

Observation f2347315-cd60-43e8-ad4c-7105119d1cd7 · inbound

ScaleAcross Explorer: Exploring Communication Optimization for Scale-Across AI Model Training cites this paper.

ScaleAcross Explorer: Exploring Communication Optimization for Scale-Across AI Model Training DiLoCo: Distributed Low-Communication Training of Language Models

Reference 7

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arxiv_id, observed 2026-06-30T13:04:40.496903Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-30T12:57:37.344369Z digest=sha256:4de8a91f358ea096d82bbda3c705ada33536cec87397c0b0f659c8643aafffab

Observation a9082207-48d1-4bc4-b2f5-e4ba2ba2779c · inbound

Outer-Momentum Restarting in High-Dimensional Two-Phase Optimization cites this paper.

Outer-Momentum Restarting in High-Dimensional Two-Phase Optimization DiLoCo: Distributed Low-Communication Training of Language Models

Reference 8

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arxiv_id, observed 2026-06-29T13:33:27.499368Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-29T13:31:23.664332Z digest=sha256:3712fcbe0be143aa8831c9d3cb84ac504b770f4c0c0ad4ac849c0a67fa4d7c8a

Observation 89e02c70-d3cc-40a7-a260-fd4ab45ed7d0 · inbound

Local MixVR: Breaking the Communication-Sample Dependence in Distributed Learning cites this paper.

Local MixVR: Breaking the Communication-Sample Dependence in Distributed Learning DiLoCo: Distributed Low-Communication Training of Language Models

Reference 3

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arxiv_id, observed 2026-07-01T21:16:14.072138Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-28T17:22:36.503465Z digest=sha256:66dfe6c765b8b11bebe2ce170060da46e16398f1993d86c233ab5bddd06ea29c

Observation e18b6555-34f8-4f6c-96e7-27c2a768b362 · inbound

Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries cites this paper.

Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries DiLoCo: Distributed Low-Communication Training of Language Models

Reference 10

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arxiv_id, observed 2026-07-02T00:06:23.646181Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-28T13:38:48.333498Z digest=sha256:4d63eddd9da259c702c03530d2bfa7d828027937dbf8fd226c46b64d30d0ccf8

Observation cbdf6fdf-bd18-4ff0-8067-26d1d8d21a0d · inbound

Learned Subspace Compression for Communication-Efficient Pipeline Parallelism cites this paper.

Learned Subspace Compression for Communication-Efficient Pipeline Parallelism DiLoCo: Distributed Low-Communication Training of Language Models

Reference 12

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arxiv_id, observed 2026-07-02T07:46:46.170228Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-28T06:41:58.301482Z digest=sha256:1c4d96bcde56dfa66d5f909a6088f375912ee6a5101634d97e87fe28b21763b4

Observation 6c2cffcd-d7b8-49f4-a770-06a1de08f54f · inbound

Unifying Local Communications and Local Updates for LLM Pretraining cites this paper.

Unifying Local Communications and Local Updates for LLM Pretraining DiLoCo: Distributed Low-Communication Training of Language Models

Reference 7

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arxiv_id, observed 2026-07-03T04:07:37.145086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-27T14:07:42.062805Z digest=sha256:2b64f754f4557106fd0ba89f201d37d6034c1d0db069f0c9075e6c76fb2be702

Observation a21a84fc-055c-42ac-af50-6b1ca4ac5690 · inbound

FoMoE: Breaking the Full-Replica Barrier with a Federation of MoEs cites this paper.

FoMoE: Breaking the Full-Replica Barrier with a Federation of MoEs DiLoCo: Distributed Low-Communication Training of Language Models

Reference 97

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arxiv_id, observed 2026-06-26T21:30:02.824990Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-06-26T21:25:15.709652Z digest=sha256:4796ff4d7d1c621cbd6f566d90d4a7e48c30663f707c7b433f0340cddd5f1163

Observation da0efcae-8cec-4d96-94fd-204f83bcd174 · inbound

Quantum-Resilient Decentralized AI Economies: Proof-of-Useful-Work and Post-Quantum Security cites this paper.

Quantum-Resilient Decentralized AI Economies: Proof-of-Useful-Work and Post-Quantum Security DiLoCo: Distributed Low-Communication Training of Language Models

Reference 15

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arxiv_id, observed 2026-07-04T11:49:50.890394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-26T07:34:47.006198Z digest=sha256:92e759fe15f1d79c25c2cc9a31bb2cfb9074013d0d09286f31239eb6e84798b7

Observation 49c6774a-1edd-4d97-bfe8-5f87a536ef4a · inbound

Not Every Sync Is Safe: Calibrated DiLoCo Scheduling for Shared AI Infrastructure cites this paper.

Not Every Sync Is Safe: Calibrated DiLoCo Scheduling for Shared AI Infrastructure DiLoCo: Distributed Low-Communication Training of Language Models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-07-12T12:16:10.904456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-12T12:16:10.904456Z digest=sha256:6f201062db1e379b401b7e3f0b696d94a9b0988a364a0f62d7067a01ce50e088

Observation f05a57ea-6304-4234-a165-48f9392853ae · inbound

Byzantine Accountability Without Consensus: Strong Eventual Consistency for Non-Associative, Stochastic, Robust Aggregation cites this paper.

Byzantine Accountability Without Consensus: Strong Eventual Consistency for Non-Associative, Stochastic, Robust Aggregation DiLoCo: Distributed Low-Communication Training of Language Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-07-14T12:46:51.615514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:46:51.615514Z digest=sha256:c645aef724a8b2e06282cfa513e5eac9bc4ec25881334274f62f94a5a1946bc6

Observation 2148f948-01ab-44ea-bc42-d3748978e21f · inbound

What's in a Smoothness Constant? Tighter Rates for Local SGD with Bounded Second-order Heterogeneity cites this paper.

What's in a Smoothness Constant? Tighter Rates for Local SGD with Bounded Second-order Heterogeneity DiLoCo: Distributed Low-Communication Training of Language Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-02T01:23:30.172502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T01:23:30.172502Z digest=sha256:1a6ea84b43777eb54ee92826ee39f97ae5b96d1ac5da8a843b507035cdfe7c6c

Observation 19bc8e28-174c-4e81-9325-4f63e772b91f · inbound

Federated Lightweight Fine-Tuning cites this paper.

Federated Lightweight Fine-Tuning DiLoCo: Distributed Low-Communication Training of Language Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-01T17:36:03.863586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T17:36:03.863586Z digest=sha256:911611772623e5ee2a6e757897a6c592597ce9c92e0710ab97507f1f211669b1

Observation 6bfc9d83-eeff-4b6c-96eb-2155984c6f95 · inbound

Controlled Periodic Synchronization for Efficient Data-Parallel Training cites this paper.

Controlled Periodic Synchronization for Efficient Data-Parallel Training DiLoCo: Distributed Low-Communication Training of Language Models

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-01T08:10:51.408706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:10:51.408706Z digest=sha256:97e3f9594d2c95892b8e09ed8ed5276a7f351b0501040a7651368265b53671c1