Paper Citation Record · LEDGER

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection

As of 7 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2508.21613.

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

pith.paper-citation-record.v1
2508.21613 v4

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-18T20:39:32.123038Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-15T13:17:47.603967Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact18
verified fuzzy16
unresolved0
parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a07ee32b-c396-40ac-94e6-593d3e531650 · outbound

This paper cites The Llama 3 Herd of Models.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection The Llama 3 Herd of Models

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-05-18T20:41:50.688302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a669348c-f4e7-4781-aa37-1e9f897d1663 · outbound

This paper cites GPT-4 Technical Report.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection GPT-4 Technical Report

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-05-18T20:41:50.693665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 69a3850e-4219-44da-9acd-4ea8f9816459 · outbound

This paper cites URLhttps://doi.org/10.1145/3600006.3613145.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection URLhttps://doi.org/10.1145/3600006.3613145

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T20:41:50.315045Z

Source-reported events for the cited work

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Observation f09d9a6c-27fa-4ba6-8249-1960f72f5a28 · outbound

This paper cites Check- N-Run: a checkpointing system for training deep learning recommendation models.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Check- N-Run: a checkpointing system for training deep learning recommendation models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.905063Z

Source-reported events for the cited work

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Observation a0ac690c-53b7-4fe9-a033-64c61ee2c191 · outbound

This paper cites MegaScale: Scaling Large Language Model Training to More Than 10,000 GPUs.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection MegaScale: Scaling Large Language Model Training to More Than 10,000 GPUs

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-18T20:41:50.682623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 794654ba-8e13-4695-8cb7-ba2f66719e9e · outbound

This paper cites Elan: Towards generic and efficient elastic training for deep learning.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Elan: Towards generic and efficient elastic training for deep learning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.901286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d4297cb2-d11b-4e9f-9cef-3bd8fc5418ae · outbound

This paper cites Bamboo: Making preemptible instances resilient for affordable training of large{DNNs}.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Bamboo: Making preemptible instances resilient for affordable training of large{DNNs}

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.897817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 67f52b03-5938-475c-ace7-616fbdcd2d7f · outbound

This paper cites Oobleck: Resilient distributed training of large models using pipeline templates.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Oobleck: Resilient distributed training of large models using pipeline templates

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.894134Z

Source-reported events for the cited work

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Observation 29c021fc-a986-49b2-aaa3-2a54e214225a · outbound

This paper cites Recycle: Re- silient training of large dnns using pipeline adaptation.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Recycle: Re- silient training of large dnns using pipeline adaptation

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.890778Z

Source-reported events for the cited work

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Observation 6f353f01-72b2-41cf-9dcf-189c503483a4 · outbound

This paper cites Tenplex: Dynamic parallelism for deep learning using parallelizable tensor col- lections.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Tenplex: Dynamic parallelism for deep learning using parallelizable tensor col- lections

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.887146Z

Source-reported events for the cited work

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Observation d9b38c0b-7c6c-4324-81aa-9e6315f0da30 · outbound

This paper cites Ascend: a scalable and unified architecture for ubiquitous deep neural network computing: Industry track paper.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Ascend: a scalable and unified architecture for ubiquitous deep neural network computing: Industry track paper

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.883628Z

Source-reported events for the cited work

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Observation f5908091-346d-4114-b213-3a3c3abb219f · outbound

This paper cites Parallel scan on ascend ai accelerators.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Parallel scan on ascend ai accelerators

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-18T20:41:50.666848Z

Source-reported events for the cited work

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Observation 710d63b9-f237-49f7-aa67-04ff0cbfa936 · outbound

This paper cites Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-05-18T20:41:50.651257Z

Source-reported events for the cited work

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Observation 23a3272d-7a27-41ee-b508-837b62afecac · outbound

This paper cites Horovod: fast and easy distributed deep learning in TensorFlow.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Horovod: fast and easy distributed deep learning in TensorFlow

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-05-18T20:41:50.641241Z

Source-reported events for the cited work

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Observation 31891851-6ccf-4e31-85e2-c3352e6269df · outbound

This paper cites ImageNet Training in Minutes.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection ImageNet Training in Minutes

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-05-18T20:41:50.630641Z

Source-reported events for the cited work

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Observation 3356bce0-fe8f-4732-ac13-4893bee81912 · outbound

This paper cites Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-05-18T20:41:50.646394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2c2149b2-0772-49b8-8097-ef3a26bf5d0c · outbound

This paper cites GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-05-18T20:41:50.677249Z

Source-reported events for the cited work

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Observation e77b0450-8f64-4cc5-b1fd-2ff4c85a717e · outbound

This paper cites BPipe: Memory-balanced pipeline parallelism for training large language models.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection BPipe: Memory-balanced pipeline parallelism for training large language models

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.879787Z

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Observation d77e79dd-3b5b-4704-b993-0431996b3dbc · outbound

This paper cites ZeRO: Memory Optimizations Toward Training Trillion Parameter Models.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection ZeRO: Memory Optimizations Toward Training Trillion Parameter Models

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-05-18T20:41:50.656090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 42bc76e4-b3cf-475d-bf2b-430ed40f5930 · outbound

This paper cites Shortcut-connected Expert Parallelism for Accelerating Mixture-of-Experts.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Shortcut-connected Expert Parallelism for Accelerating Mixture-of-Experts

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-18T20:41:50.619868Z

Source-reported events for the cited work

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Observation 863dbd24-f1b2-4d47-8830-6895e417b805 · outbound

This paper cites EPS-MoE: Expert Pipeline Scheduler for Cost-Efficient MoE Inference.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection EPS-MoE: Expert Pipeline Scheduler for Cost-Efficient MoE Inference

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-18T20:41:50.608867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2944bfda-781b-43ad-b12b-2891759dd942 · outbound

This paper cites Moe parallel folding: Heterogeneous parallelism mappings for efficient large-scale moe model training with megatron core.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Moe parallel folding: Heterogeneous parallelism mappings for efficient large-scale moe model training with megatron core

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-18T20:41:50.614182Z

Source-reported events for the cited work

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Observation c0b33fbc-ced1-4f00-a407-01b95eaefe16 · outbound

This paper cites Switch transformers: scaling to trillion parameter models with simple and efficient sparsity.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Switch transformers: scaling to trillion parameter models with simple and efficient sparsity

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.876089Z

Source-reported events for the cited work

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Observation ea35a451-8a4a-4010-99dc-292664997f1d · outbound

This paper cites Tutel: Adaptive Mixture-of-Experts at Scale.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Tutel: Adaptive Mixture-of-Experts at Scale

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-18T20:41:50.636452Z

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Observation 8c68d54a-5f6f-4055-8ceb-25edab022570 · outbound

This paper cites Megascale-moe: Large-scale communication-efficient training of mixture-of-experts models in production.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Megascale-moe: Large-scale communication-efficient training of mixture-of-experts models in production

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-18T20:41:50.625516Z

Source-reported events for the cited work

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Observation 2e840f52-915e-4557-b1ca-4001fd5428a6 · outbound

This paper cites Understanding communication characteristics of distributed training.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Understanding communication characteristics of distributed training

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-18T20:41:50.308004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8e0a46fb-5b31-474c-bba2-271646555743 · outbound

This paper cites Amped: An analytical model for performance in distributed training of transformers.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Amped: An analytical model for performance in distributed training of transformers

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.872686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2310f253-5f7a-4c4f-b35c-c2b3c75cacbb · outbound

This paper cites Reducing Activation Recomputation in Large Transformer Models.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Reducing Activation Recomputation in Large Transformer Models

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T20:41:50.661629Z

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Observation 19f3c7a3-a5bf-47ea-b116-53ad995d2a1d · outbound

This paper cites Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis , articleno =.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis , articleno =

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T20:41:50.295300Z

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Observation f6dbc7bb-df01-4242-a69f-09c725584504 · outbound

This paper cites Pytorch distributed: experiences on accelerating data parallel training.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Pytorch distributed: experiences on accelerating data parallel training

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-18T20:41:50.301514Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b240e950-ad48-452e-9dcb-e6e8d4cee2eb · outbound

This paper cites Varuna: scalable, low-cost training of massive deep learning models.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Varuna: scalable, low-cost training of massive deep learning models

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.869630Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7fea385a-ea6b-4e33-bc6e-a204e02792b8 · outbound

This paper cites Failures in large scale systems: Long-term measurement, analysis, and implications.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Failures in large scale systems: Long-term measurement, analysis, and implications

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.866624Z

Source-reported events for the cited work

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Observation ff22b037-5091-495f-a53b-7b2cc18184a2 · outbound

This paper cites MLaaS in the wild: Workload analysis and scheduling in Large-Scale heterogeneous GPU clusters.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection MLaaS in the wild: Workload analysis and scheduling in Large-Scale heterogeneous GPU clusters

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.863489Z

Source-reported events for the cited work

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Observation 93b186d6-d0e8-4f84-97e9-d482ff7898e2 · outbound

This paper cites Minder: Faulty machine detection for large-scale distributed model training.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Minder: Faulty machine detection for large-scale distributed model training

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.860249Z

Source-reported events for the cited work

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Observation babf272d-7115-4c67-8df3-a0bcf6e60010 · outbound

This paper cites Alpa: Automating inter- and Intra-Operator parallelism for distributed deep learning.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Alpa: Automating inter- and Intra-Operator parallelism for distributed deep learning

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.856876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 492049b6-3fee-44ae-8f88-c66af5985182 · outbound

This paper cites The hungarian method for the assignment problem.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection The hungarian method for the assignment problem

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T20:41:51.853505Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6b00ff77-1b97-4770-ae2a-8655b4f723cd · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-05-18T20:41:50.671674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

Observation 9d0e2fe2-aee7-4187-91f1-908239989285 · inbound

Enhancing OLAP Resilience at LinkedIn cites this paper.

Enhancing OLAP Resilience at LinkedIn Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection

Reference 71

Resolution: unresolved; no resolver link, observed 2026-07-15T13:17:47.603967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.