Pith. sign in

Paper Citation Record · LEDGER

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations

As of 15 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 0 inbound Pith citation observations for arXiv:1908.04207.

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

pith.paper-citation-record.v1
1908.04207 v5

Coverage vector

measured 76 of 76 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T13:54:34.916184Z

measured 76 of 76 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

76 of 76 outbound references displayed

  • verified exact1
  • verified fuzzy14
  • unresolved58
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d0003efc-7635-42a0-acf9-58fcff4b8c65 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.620400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.620400Z digest=sha256:c2fe8f7370aa270f2e92540a5e901bf5005299d0656f0429d878515153ed0cda

Observation d7f35542-7cf8-4f81-b0f4-d3b689752b19 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:36.185244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.625214Z digest=sha256:8c440873ee5eafae456aaed350f5ae118c74dfe50f50fc5ad1567383df630fd5

Observation b3c21d8f-d333-4fc2-a051-f07de28119f9 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:36.174451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.629128Z digest=sha256:101df45b292b52f95713e8ce7026e3a6533eba194fa76885f7ef7877b2b74e2c

Observation 2084abb2-9266-44c2-89af-c375a9bc5aa2 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:36.163399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.633460Z digest=sha256:196c6d0f9e33edaf6c1221c7d815d692537c70f45253c68617e8a8146eb86824

Observation c39927c5-bbbf-4011-885d-3caffdd20b98 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:36.151753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.641975Z digest=sha256:4a9b5b1b32a52f73b969cd3d21a4a9daf84e67145d5aa69890381b9efca27ef3

Observation 996cb1a7-9eff-49f0-82fa-7e622a468822 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:36.139426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.646030Z digest=sha256:404b608308333392cd93666395b263ce029629ba045a7c2b6278db27f9fad7fc

Observation 11c36705-3688-4b3a-b097-620d54bbd69d · outbound

This paper cites Delving Deeper into Convolutional Networks for Learning Video Representations.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Delving Deeper into Convolutional Networks for Learning Video Representations

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.650055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.650055Z digest=sha256:c59ec94bf5665bf05b8e7b25f23d035582f118bc6f727a916036c15dcad25e6f

Observation da95263c-e59e-46ae-8df3-939f7fcec931 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:36.127479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.654939Z digest=sha256:56bc66712e31859582f7b7341a975f97d84cd01a4b25f057b3ef3a42a3bc689a

Observation f6d53a3a-ea35-4ea3-8ead-21371d213034 · outbound

This paper cites Ben-Nun, M.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Ben-Nun, M

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:36.115948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.659051Z digest=sha256:edc1e79ea67eb2776c83332df9965fd012de29beaa740e9a8f2692344a760d8b

Observation 4c76b4c7-3f79-4eb2-a01a-f4936f6c9b8e · outbound

This paper cites Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.667415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.667415Z digest=sha256:31f7520913f36247059be3f9a489625b66bac93d9dd48629a932bd4c381a9877

Observation 94fe8eec-684f-4c90-b98e-78a7adb11946 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:36.104443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.671995Z digest=sha256:b0664783cc53a2221af0e6bd42a59b5508710b193b24d01e3de04be2355fe06f

Observation 312d0c1e-5ef6-4fc4-b6c2-09fc0643d29b · outbound

This paper cites GossipGraD: Scalable Deep Learning using Gossip Communication based Asynchronous Gradient Descent.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations GossipGraD: Scalable Deep Learning using Gossip Communication based Asynchronous Gradient Descent

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.675971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.675971Z digest=sha256:42259d9e4cfd9ee37c61649e8ac0dbf90418adb6c32c08bfe9ad6d4adb541870

Observation 7895aa13-295f-48d0-a64e-5a20f0f447e8 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:36.093508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.679961Z digest=sha256:4c4288b311d287b238c9dba8a6260c73897efda0e3c0dcc5deb444a76589d635

Observation bd931a11-c5fd-410b-a02f-b685098f4e33 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.683757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.683757Z digest=sha256:9a1cb8cdfa6015817242fafa3c0e17d618a0156df612e0704df717ff396c59b9

Observation 78a7a49f-ce7b-4233-88d4-bb0cc37e575e · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.691983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.691983Z digest=sha256:3225fe6bcba6d53c89d780fec656be98de1a47e9505a78822145355762bec8dd

Observation c27384cf-1112-4ef5-9a31-767924671c6a · outbound

This paper cites Improved Regularization of Convolutional Neural Networks with Cutout.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Improved Regularization of Convolutional Neural Networks with Cutout

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.700312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.700312Z digest=sha256:ec5808cacb3b326ad4bb1585c01a96879d18e4de06d5fe40f0b6ebf961b1ec05

Observation c97cfb5c-7b0f-4783-a589-70bffb1e8f54 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:36.056803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.704369Z digest=sha256:e5483e43d2c1728a95cbdd6c7a83efa2f2ea1e02c6bffeeca44aec3339130306

Observation ec211836-5b95-40f7-82a6-f38e933bcb31 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:36.045251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.707792Z digest=sha256:55484363723efebc79d042bdc685f13d393908b88bbef7d27923f996ea79babe

Observation 205e657e-c11e-4465-b52d-333d3f1a9e53 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.696203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.696203Z digest=sha256:1ab8eb329d7713129b964f188be818cdd60b3ce0e27c6233d3041bf5f4893681

Observation d910b9b4-bd6a-463d-9fbd-1f7f1b8aad5e · outbound

This paper cites Model Accuracy and Runtime Tradeoff in Distributed Deep Learning:A Systematic Study.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Model Accuracy and Runtime Tradeoff in Distributed Deep Learning:A Systematic Study

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.719597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.719597Z digest=sha256:c762e868e23676f94109c7edf3170eb4faa1e5410f5332b6a499e5426fc87c29

Observation 374b8110-172f-402b-925b-e1808be9d22b · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.724029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.724029Z digest=sha256:168098cd8bcbe3d6394ee3be422b1b1ae7968004b1806eab7fb58e8f56bfe8f7

Observation 28e27786-0dc4-4e26-b533-92233267a6f4 · outbound

This paper cites Gibbons, Garth A.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Gibbons, Garth A

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.727704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.727704Z digest=sha256:f4e05c95cc5b29a582646573d2528a291cf992c09202b81e325d86f45aa035cb

Observation 4307757d-61ea-4105-a37f-ee932ec4c747 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.731168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.731168Z digest=sha256:9f64c5a856c69b1d464e19e84af8a0475345e039a4f131f70b0d1de7a671ceab

Observation f3fdfdd3-9b3b-4f15-8ab0-0b588c253e80 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:36.032694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.715794Z digest=sha256:9caf8645e038525ecdf2354fbd8d33a7c2c96da8186fd7870a1000ac0152bce0

Observation 4cfa9348-b143-405b-8783-dc91b41e9be0 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.994145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.739001Z digest=sha256:383007ebb535929d5707ad31c14c8520a3a3d647bebc28521baf99382b006623

Observation 857dcb7f-f52a-4f64-b8a7-d8ae5829a472 · outbound

This paper cites Hoefler and D.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Hoefler and D

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:35.982242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.743121Z digest=sha256:2be7c54ddc01fcbd885939363782576cdf482c240d18a51a27014e8ee1e5f20c

Observation 376d0997-81e7-4ee6-9832-09096a3de59f · outbound

This paper cites Hoefler, T.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Hoefler, T

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:35.968985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.746703Z digest=sha256:e86511c3a687edb46485da987eac00fc2c3e60ee71a8b2bf2b84d7e92b319d0d

Observation 7e24dea2-5cdb-47e4-bf7c-37c9b48c84c3 · outbound

This paper cites Hoefler, T.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Hoefler, T

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:35.955373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.750358Z digest=sha256:d4d848eaefd3eb9068addba901ab58d9234348b920fa4062a9ee06f8ea639e5c

Observation b557eeef-f9d5-4b03-9b66-300db51ab9bd · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:36.006013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.735198Z digest=sha256:10dfd2768c79aa10bb3b028b182d884739ac921900b3933f962b590aedf624bb

Observation 9ebc1ef6-3c8d-4cc3-994d-1689f3d84158 · outbound

This paper cites Huang, Z.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Huang, Z

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.757646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.757646Z digest=sha256:85220db612b192936573366eb3ed820b1ab91a875bfa914969f2678e811d2c23

Observation 1caa638d-23a6-46fb-8981-1706b32e49b2 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.943086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.761873Z digest=sha256:2cb81535c3b63f8ec2d2dd0837d426ca5afcceb0f06f880f3222dde4b1b260da

Observation 9b9dc776-0ac0-4452-9eff-83898e1b7ae1 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.930419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.765570Z digest=sha256:667e9449912911671982ec6fb9f8a95cb138ca4ae8d116df4c2e43378faf4df0

Observation 90bccd2e-45b8-4157-9217-2fef99459160 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.918798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.769760Z digest=sha256:2f8abefb0fbc0c0835c321fc69453cfdf82095189fbd4901722962d7562cbe5e

Observation e41cc853-3bda-4958-bd3a-7bb731be33ff · outbound

This paper cites Ganger, Phillip B.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Ganger, Phillip B

Reference 34

Resolution
metadata mismatch
raw_fallback, observed 2026-08-14T13:54:35.389473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.753977Z digest=sha256:bce8f05082c9f65bcdfe102f4fea3848a97aaf71c66cc8c2a49f6ec0513d61f7

Observation bd9c6f6d-92d3-4100-8460-43aabc356e89 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.777667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.777667Z digest=sha256:823d7f99f3eb3b133cd604aac088633e5e73806486f766e1e3f5ecf0fa3cb1b4

Observation 504ffaf9-f40b-4597-aab7-c099c4c5ae9d · outbound

This paper cites LeCun, Y.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations LeCun, Y

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:35.906813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.781429Z digest=sha256:20935e6717333d25735d6d42bfd3577e106129d804ca1241be0dc00cf396cc1e

Observation e1a21e9c-7252-4335-8c4b-9d36b5da772e · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.785165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.785165Z digest=sha256:8d072f59c59efc51a6b85bb70b58e0a906e50f254303d490d013a74129ce8aea

Observation 5812f867-1d1a-4ffa-a2de-ed81e26231ff · outbound

This paper cites Andersen, Jun Woo Park, Alexander J.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Andersen, Jun Woo Park, Alexander J

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:35.888221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.788816Z digest=sha256:515db45ee86df72c01b3688737d6bf11636fbe3890caeac64f9016032d106e52

Observation 0ae32da0-7e30-40ee-82b3-13cea8b66514 · outbound

This paper cites How to scale distributed deep learning?.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations How to scale distributed deep learning?

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.773511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.773511Z digest=sha256:f4eb87c7a8c90405812c3955e9e5a6e463a73a84594f5bf6371e3730fbe2b48d

Observation c8439ce7-1b8b-4ac1-b220-7f7d568a7504 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.877070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.796633Z digest=sha256:5cb7341aea09b15f76dc84fc05db4095514014f3ac429ab0c1dc18416c68e998

Observation bcd56820-aa9f-48b3-949c-83eee763e2ff · outbound

This paper cites Pennycook, Kristyn Maschhoff, Jason Sewall, Nalini Kumar, Shirley Ho, Michael F.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Pennycook, Kristyn Maschhoff, Jason Sewall, Nalini Kumar, Shirley Ho, Michael F

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.800189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.800189Z digest=sha256:c9b6e44cb79f35cfd472287e91be49d896714a2d45f545db13d2a83afb59bdde

Observation 92ce3947-9509-49f1-a1a5-a6379dfa96da · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.866619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.803755Z digest=sha256:6fba000d4804a7c9a93171caa74da94f65ba235f81d6c8e72ffaac9c2da134ef

Observation 8c6a4e8a-2bcf-4f3f-bafb-a8854afe90b7 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.807747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.807747Z digest=sha256:9ab3471cf580af9f9c4b9c51d2912b6df01bfbb256375844188b4ad73dc54ef1

Observation e0352d87-1f77-4c5c-ac0c-edab6c3720e3 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.793076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.793076Z digest=sha256:7545ebb5da96e7c78b8744f5e555e9fa7e3ca820861c22e99f3b4a48efdbfca5

Observation 08742fa5-8aa0-4010-bd14-4ba2cb729e32 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.843425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.815289Z digest=sha256:1773b82c938be322fe81528b9bf6a73703d9544b0f8a8556178fdc4eb3ceee22

Observation dd0d74a7-f9c3-4cee-b6be-4642c3e1726e · outbound

This paper cites Recht, C.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Recht, C

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:35.830344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.819018Z digest=sha256:4005b1947e47eb6e6ab0f16b5392033884cbf35eb37cf2dd9969b8fc6dd48477

Observation fac1964e-baed-4619-9df1-d7cffc6ad4ee · outbound

This paper cites SparCML: High-Performance Sparse Communication for Machine Learning.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations SparCML: High-Performance Sparse Communication for Machine Learning

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-08-14T13:54:35.103747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.822558Z digest=sha256:05b6363c4f53741c751195b9747579c226e7eea8040b31cf12572df511d25e32

Observation 80357582-2617-44ed-b7d9-24064fbff5ad · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.819622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.826476Z digest=sha256:79c4b2685096c7f68285c1633935afd48d76e169c27ec063c5b856aeb9ebda8f

Observation 28ad2753-bf30-4ecb-b3f2-ffa2f8e4d80a · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.855619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.811636Z digest=sha256:e36237d9a7cd5b73548f33ec24a58c1b27b03fb74ef1aaea1f9e01e25be0127e

Observation 956f4120-9fdc-4e54-b824-3d8a691ba3ee · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.797951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.834036Z digest=sha256:dcdb44e5e99e872be142e48271cee3d2df283f4312bb2edb3e381f4ad930aa50

Observation 361aea5d-a1bb-4f04-aba5-dd6e8f853bcc · outbound

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

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Horovod: fast and easy distributed deep learning in TensorFlow

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.838921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.838921Z digest=sha256:299db37e506813e5e1b8224d3fd58431d265653f3ddd190a0664b2a7d7fb8915

Observation d7a32e3a-f78e-4ab4-af82-b994cada1925 · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.843055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.843055Z digest=sha256:0f2b834269e551c2112e9f4eb1739e22b4f973b0a17a283eab84be245f93b008

Observation eb9fd678-f471-4be6-9313-c6973dd05c11 · outbound

This paper cites UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.847478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.847478Z digest=sha256:9105a6147c2650cd3d66f7c276e2b991881028baf39140ad40aaec89d25685f9

Observation f9802b21-ce77-471e-896c-9850ec3c0189 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.809021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.830205Z digest=sha256:aec3ce67942a3388a099b8643c6082bbc4d3565a761f8f237f8cc7fd62855088

Observation 231761cc-026c-46fb-97b6-1ba70e901b56 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.855548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.855548Z digest=sha256:002bebd3ff1aeeb9cf4288dd50cac97ae31218218d1cb98e09de3f162f80ac46

Observation 3462575c-bfde-4155-866a-fb0f2386f1cc · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.769022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.859066Z digest=sha256:74cc16da35460b52e37b5b8575ab9ba5c00f2f3715c1af88051159c62715746e

Observation 28786b36-b4f1-4c1e-ae0b-e27f2ad7810a · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.758169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.863181Z digest=sha256:f1e034a85f359e6598ee95afc90d3dc5ff84df89faa3356e2be298933f6f8c33

Observation 975f483c-07b2-48ca-bb45-818ff0997500 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 58

Resolution
metadata mismatch
raw_fallback, observed 2026-08-14T13:54:35.054403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.867394Z digest=sha256:07744f0e90334927c3338b4b1f12af1b724ceaba651ce421c6e007ee84ba0a60

Observation 98f4dca1-ed85-4d91-9df2-6fd72eff23e2 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.785911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.851647Z digest=sha256:44c7987e9b2cfda6205a4c54eea939e6f5b0ad54988e9c4077f7982f16b690d2

Observation 7e8f1b7d-98b2-437c-9166-4a3ffbc92b5a · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.735670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.874605Z digest=sha256:b1e7bd1e05fcf102897ffa6604daf338411aa7c6d1a56eabda0447a393a47abe

Observation 072206d2-5fcf-41c1-8bb9-891d93fd4caa · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.723867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.878121Z digest=sha256:4561fa9af502b4f507a6942f49fb77e13cc21995f62af292cfa0bc9995a17dc3

Observation cdbeebcc-81c0-43b2-baa7-e964935e4427 · outbound

This paper cites Staleness-aware Async-SGD for Distributed Deep Learning.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Staleness-aware Async-SGD for Distributed Deep Learning

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.882444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.882444Z digest=sha256:968256bf1055b3043a86e54fc9dd1d66fce08c935afbb3e7995bef3c587b04d9

Observation 5f836607-d59c-4de8-9fbc-ed0f12e6a305 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.747213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.871063Z digest=sha256:f0a88439ca55a2a2555a63eb270096e2341f08b39fd26c92e680c6b06f4ca729

Observation 9d434c47-b687-4372-9c81-74dd07d25f38 · outbound

This paper cites Extract the artifact using unzip.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Extract the artifact using unzip

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:35.713055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.886416Z digest=sha256:fdd252915ca8f515f8bee4165eeef8e650d1f110ebb37f3a84ac52fd6dd74bf8

Observation 1c7d4e9d-f759-4f3e-a2e8-85a8591f7e08 · outbound

This paper cites > cd $WORK/eager-SGD-artifact/eager-SGD > pip install -r requirements.txt.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations > cd $WORK/eager-SGD-artifact/eager-SGD > pip install -r requirements.txt

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:35.701984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.890381Z digest=sha256:6d29df8e4c99362f0522e021a14cea7f6cb7230f1d47788d8068a04861ebb65a

Observation ba72363c-4ca1-479e-b062-53f7debf3941 · outbound

This paper cites > cd $WORK/eager-SGD-artifact/eager-SGD/fflib2/lib > cmake.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations > cd $WORK/eager-SGD-artifact/eager-SGD/fflib2/lib > cmake

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:35.690582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.894012Z digest=sha256:2d5ff2e0ef69bb695f6e3da8f3aaf24414239aeb3d561c6cc95cb884d2fd2840

Observation 5d04c620-ff0f-40a2-8522-ef188da6b919 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.678495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.897651Z digest=sha256:f88683f3d84be48f88179848f505a368fa3bac63635e346b2a93942c19617f48

Observation afd0a148-cbe2-4a81-bea3-be8e0a762005 · outbound

This paper cites <" means.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations <" means

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:35.666228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.901713Z digest=sha256:3add7fce0537deed300995f46f5a2d883752462054c62f5c3e6d6a2731b90c86

Observation b3784f23-7898-4099-b239-30fbe751894a · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.654355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.905236Z digest=sha256:cd32b2d9367a186e35d13466ee547a6326f79f7eb96c5e0a6bce1dfddf8c1c02

Observation db07171a-64e0-45b5-add7-8054f1baa8c8 · outbound

This paper cites an unresolved cited work.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:54:35.643189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.908915Z digest=sha256:d5c0291fbd13e001e7fa4d387c354d1c14f6e91b1dee6075d4ae57e767b4b1eb

Observation d1b38445-4ee4-4df8-be6e-ea0af010e55c · outbound

This paper cites <" means.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations <" means

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:35.630930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.912662Z digest=sha256:7959122856af725ca0c259634b23dd418885fe81952b107fc90c7a4c1f7136ea

Observation 7dde7bbe-6a07-4321-bc57-ff6edf3fa637 · outbound

This paper cites <" means.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations <" means

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:35.619419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.916184Z digest=sha256:6fc6ab9446a3de9b1d8241220ad7e1d095b1696b9c434966a3c659888dcf1b2f

Observation 3b231cda-28dd-49ba-bee9-94e689565f2b · outbound

This paper cites In Pro- ceedings of the 2009 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations In Pro- ceedings of the 2009 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

Reference 2009

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:54:36.075252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.687674Z digest=sha256:4a9097cd1c823b4ec0686656ac04e91c7d45fc67a7e2bcec4e2b292dbb3b2d5a

Observation 17f3ce56-c852-4ffc-96d4-734efbf9e090 · outbound

This paper cites Long-term Recurrent Convolutional Networks for Visual Recognition and Description.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Long-term Recurrent Convolutional Networks for Visual Recognition and Description

Reference 2014

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.711661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.711661Z digest=sha256:4898c87cea132458d80deec266b3f7d679651a64231ea01d98f50fe936fe6196

Observation 651b2244-d216-4c23-99f9-5b76c1ede3d4 · outbound

This paper cites Stochastic Gradient Push for Distributed Deep Learning.

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations Stochastic Gradient Push for Distributed Deep Learning

Reference 2018

Resolution
metadata mismatch
local_arxiv, observed 2026-08-14T13:54:35.606664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T13:54:34.637637Z digest=sha256:5e4c216b313a99b18749f89570854ea5b990712935596ad28f9716e12e393b56

Observation ff9f93ce-0417-4900-a6bd-28d088f9ae2b · outbound

This paper cites In 2019 IEEE International Parallel and Distributed Processing Symposium (IPDPS).

Taming Unbalanced Training Workloads in Deep Learning with Partial Collective Operations In 2019 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-14T13:54:34.663467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:54:34.663467Z digest=sha256:bf892806509d231dd32f7104a51d4a46f5ef2f3b6a40cd2fed24eb654077bf56

Pith citing papers

No inbound Pith citation observations are available.