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Paper Citation Record · LEDGER

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning

As of 9 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 2 inbound Pith citation observations for arXiv:1906.08879.

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

pith.paper-citation-record.v1
1906.08879 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-25T19:22:03.575460Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:59:37.604744Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T04:07:19.379980Z

Reference resolution

27 of 27 outbound references displayed

  • verified exact6
  • verified fuzzy13
  • unresolved7
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f39ddc47-ebd5-4b06-a663-dedcfb072370 · outbound

This paper cites https://aws.amazon.com/ec2/instance-types/.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning https://aws.amazon.com/ec2/instance-types/

Reference 1

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verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.986910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:2d6145317609370bf767f61823f4998485105423ceed90952d77836e954ffaf2

Observation 22303090-aab2-4400-85f5-64ad9eb6fb91 · outbound

This paper cites Andrychowicz, F.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Andrychowicz, F

Reference 2

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verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.966860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:edad6d6922add37b1f9a5f0f1a87e19332b0383429a06d62e83615fc70dedd4f

Observation 6e78f9a5-85f7-47c6-8d08-6e68b908a874 · outbound

This paper cites Relational inductive biases, deep learning, and graph networks.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Relational inductive biases, deep learning, and graph networks

Reference 3

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verified exact
local_arxiv, observed 2026-05-25T19:26:09.756557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:d6a4a9bc4ff98dba8664b14f87977ec270830a939cc57215ad24d0e75a720ebd

Observation 3aa69b9d-fd3c-4884-974e-597c2951cbaf · outbound

This paper cites an unresolved cited work.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Unresolved cited work

Reference 4

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unresolved
raw_fallback, observed 2026-05-25T19:27:10.981859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:2a2f8d192ddf3216a16827385b154e3483c54dc0ccc9ca3bb2c0912a440deb92

Observation 08013174-dd8f-45fc-84c5-4c95ce698e4d · outbound

This paper cites an unresolved cited work.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Unresolved cited work

Reference 5

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unresolved
raw_fallback, observed 2026-05-25T19:27:10.921969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:2b285dda88e03599c46b5c9ebaee713acda489d580b3d63c368c8cf1adb0271a

Observation 2439f87c-496d-4404-9208-3cf9dad1906d · outbound

This paper cites Greensmith, P.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Greensmith, P

Reference 6

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verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.955168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:77ca3ee1ae91de6cfd61d9eb26ba4a5a6443526e1e0d9ae61fa14bf9cbf47068

Observation c0c5cf8f-2801-4f7f-a0cb-c3a94cac0b6e · outbound

This paper cites Hamilton, Z.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Hamilton, Z

Reference 7

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verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.963650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:c74ba60ab9da3cf0f988ec53e601bc0262e07ec44aa023dff3aa49eac681766c

Observation 6b2d27a7-fd81-4b80-9a5d-a1b4f4a24818 · outbound

This paper cites Learning Scheduling Algorithms for Data Processing Clusters.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Learning Scheduling Algorithms for Data Processing Clusters

Reference 8

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verified exact
arxiv_id, observed 2026-05-25T19:26:09.773197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:1baf746de38d4a68f50e081b2f11bc0418cb68d4183d1b488cb43feabf1d0931

Observation d66a73d2-1ed1-42eb-aee8-3206b0b134c8 · outbound

This paper cites Mirhoseini, A.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Mirhoseini, A

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.914931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:ae1fe2897f433fb897d8c1c00ae3b417f02505d78036f63f98b06da89d323914

Observation 0d01f9dc-a857-48d5-a301-edf209ef10a4 · outbound

This paper cites Mirhoseini, H.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Mirhoseini, H

Reference 10

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verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.948374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:965c32b1f93be6c3eff8495dc0518568ed463c560f32f9fd6636c4686df526f7

Observation 4f50f10b-63dd-43ee-bc54-15b6e4199bff · outbound

This paper cites Massively Parallel Methods for Deep Reinforcement Learning.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Massively Parallel Methods for Deep Reinforcement Learning

Reference 11

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verified exact
local_arxiv, observed 2026-05-25T19:26:09.778500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:7fdfe934a7ac572cbc7005576d52440f3118e4b9ccb6226acf8367a25660e1e3

Observation d0f36931-ba70-44ad-a223-9d5cc9895229 · outbound

This paper cites an unresolved cited work.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-25T19:27:10.911757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:dec9cd819a4d041cebd3f7bf7e009ec5b679052a05d4981a96dfff87fb246a74

Observation a0ba152a-2e74-487b-a7df-0b2f9f4086fa · outbound

This paper cites Onnx model zoo.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Onnx model zoo

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.951978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:5d69a9e3beabf0c832a2cef764d31717c91eca47119555f30831f46a96ac45f6

Observation 6de65ca4-8001-4944-b765-b041e158e892 · outbound

This paper cites Reinforced Genetic Algorithm Learning for Optimizing Computation Graphs.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Reinforced Genetic Algorithm Learning for Optimizing Computation Graphs

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-25T19:26:09.768233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:aba9fee5d39bb5a425f0f2009e0df9a70918fa9c22effd2120a90ddf6d270e81

Observation 064924a1-eed9-4748-a115-983330d3afb6 · outbound

This paper cites Pellegrini.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Pellegrini

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.959946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:5fe7b0e8859142062590d6f5d4458303b07b21d4e4e5a9e761f98e1e163f388e

Observation 1ad60a81-3621-4f1b-bedb-0368f316c6fb · outbound

This paper cites Efficient Neural Architecture Search via Parameter Sharing.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Efficient Neural Architecture Search via Parameter Sharing

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-05-25T19:26:09.762792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:c60c128d6c4b8e4ac893128401bf8816c21dcbf892c64c5efd2884b0d6df091a

Observation 97d5e2ce-6a0c-4ea2-9a26-3608570a00f1 · outbound

This paper cites Silver, J.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Silver, J

Reference 17

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verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.940538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:9abf6c3bd0fef9e551b0c453c59a663aebc8531333d861b968cd66ff21f44c11

Observation ca57bb8f-5bfc-409a-a4af-db18940fe958 · outbound

This paper cites an unresolved cited work.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-05-25T19:27:10.928794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:0d123226c6e7e61d8b1c6b0f79f74eac65598b82416b2962f0c6f4f3fbdab23b

Observation 35b27e22-fe13-41b0-8449-053f943dc739 · outbound

This paper cites Szegedy, V.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Szegedy, V

Reference 19

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verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.991619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:929e1ddb63ae97bc8c6c92cdcd2223bc4b02a4a170fdf89a84fa733d5999742a

Observation 46cfc7ec-6537-47d9-8f06-ed148f052d66 · outbound

This paper cites Tensorflow official repository.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Tensorflow official repository

Reference 20

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verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.973567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:73a45b8b4ec55f674e5fbb4543087e77bbeaea8699eb980870d9905f3f8b1d4a

Observation ce736e68-0aab-43a5-9666-20d9a5768b84 · outbound

This paper cites Perplexity — Wikipedia, the free encyclopedia.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Perplexity — Wikipedia, the free encyclopedia

Reference 21

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verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.977711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:9a7365ab2ee24649d48995c99a3127fc22453766a5dfe0f1ea221248777bf397

Observation 12b504fe-7806-48c7-9f97-c19df2e69f53 · outbound

This paper cites an unresolved cited work.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-05-25T19:27:10.944102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:8aabe8399661bfc22059a193a0eb09378fa533759ee926816d17f524ac0f6031

Observation 633e754f-b336-4359-8f30-199864153d71 · outbound

This paper cites an unresolved cited work.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-05-25T19:27:10.932214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:ae52e3291f4c546196052905e5a810a92f89d51a9d18f1f3d31346ee6c8f25ae

Observation 875a4c13-c458-4297-8a14-213fc77f327d · outbound

This paper cites Learning Transferable Architectures for Scalable Image Recognition.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Learning Transferable Architectures for Scalable Image Recognition

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-05-25T19:26:09.751170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:0d74c23710ed907fbd9a713d9016aa23ebf5b1c43a0db1adbdf971de0787e5ef

Observation 55d9712c-7433-4ec5-867f-2e8125a1d7d5 · outbound

This paper cites Its network consists of a chain of blocks, each of which has multiple branches made up of convolutional and pooling operations.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Its network consists of a chain of blocks, each of which has multiple branches made up of convolutional and pooling operations

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T19:27:10.918594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:553002ab7d1b2a23ab88934d1627109c699f12faef49da86ee8f73a1a82b7115

Observation 22119555-dc64-4f87-8f33-4accbd92669b · outbound

This paper cites an unresolved cited work.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-25T19:27:10.925488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:fe85d7bb50d0741dffba6422e90eae8e59adf3ce497a8d5de69c60a27de9529a

Observation 8a3ce669-5d58-4223-96e3-3f84b2ae5877 · outbound

This paper cites Its network consists of a series of cells each of which has multiple branches of computations that are finally reduced at the end to form input for the next cell.

Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning Its network consists of a series of cells each of which has multiple branches of computations that are finally reduced at the end to form input for the next cell

Reference 27

Resolution
malformed identifier
raw_fallback, observed 2026-05-25T19:27:10.936293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T19:22:03.575460Z digest=sha256:1101e121e78b94ffaa86f8b7e02abb4a19a10c720740f7197ae97408aa244fdb

Pith citing papers

Observation 792e06d2-95c8-42d1-9973-69654397a99a · inbound

DOPPLER: Dual-Policy Learning for Device Assignment in Asynchronous Dataflow Graphs cites this paper.

DOPPLER: Dual-Policy Learning for Device Assignment in Asynchronous Dataflow Graphs Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T12:59:37.604744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:59:37.604744Z digest=sha256:20cecdb84d4c96e5f541d955576d9c3d75b65ef98edd740467eb629cf5bffefc

Observation 4800097d-a7a9-42a4-a9d0-8fc15409a595 · inbound

Generalised Rate Control Approach For Stream Processing Applications cites this paper.

Generalised Rate Control Approach For Stream Processing Applications Placeto: Learning Generalizable Device Placement Algorithms for Distributed Machine Learning

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-07T04:07:19.384534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:07:19.310026Z digest=sha256:0ccb6b23eb87d95de8984ee110c9f0b029493192dfe488c0a359778e8df8af02