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Paper Citation Record · LEDGER

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review

As of 14 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2608.09290.

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

pith.paper-citation-record.v1
2608.09290 v2

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:20:34.167248Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

35 of 35 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved35
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d268d601-82ef-42fc-8ab5-4ff24bf33cbe · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.015405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.015405Z digest=sha256:bc94d5d6aaec2f1e5c0464c1ba1dcb384f7abce195411a1ea6a3999c2f63af10

Observation 0fb62219-460e-4b4f-9ecb-b98baa358ebe · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.020374Z digest=sha256:11a310261bb8f24e2b444d390326931b0382dae82c9b98487375e25d320afbdd

Observation 026641c4-7c3e-418a-b842-1cac56b85b73 · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.028477Z digest=sha256:8bb5b480da3055c735a8b696d27f92aaf0aa03694f32fd645630ccc0a20a2976

Observation 962e3543-72d8-4c18-9a9a-8af41bc648be · outbound

This paper cites Zhang, Pinjia He, and Ahmed E.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Zhang, Pinjia He, and Ahmed E

Reference 4

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no resolver link, observed 2026-08-14T04:20:34.032578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.032578Z digest=sha256:c48be4f936604d62375b3d9bd6beab06cf016276955ea6894ac720c02260fb87

Observation ea8a1a09-73e7-45d7-93f9-782398618f55 · outbound

This paper cites RepoAudit: An Autonomous LLM-Agent for Repository-Level Code Auditing.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review RepoAudit: An Autonomous LLM-Agent for Repository-Level Code Auditing

Reference 5

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unresolved
no resolver link, observed 2026-08-14T04:20:34.036567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.036567Z digest=sha256:b5afedf18ce13880dd74afa9f5bd6e3f249de2bfb0df07ed10bd68cf7b6f49e4

Observation 6ec7d132-a38b-4547-bee9-8b61d0ef8cb4 · outbound

This paper cites Prompting and Fine-tuning Large Language Models for Automated Code Review Comment Generation.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Prompting and Fine-tuning Large Language Models for Automated Code Review Comment Generation

Reference 6

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unresolved
no resolver link, observed 2026-08-14T04:20:34.041164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.041164Z digest=sha256:d7193d9bf8fa5a6d28c2c9b9c27c246efdbf4732d3c6599b07c21b2b18a1d40e

Observation 6299473f-986d-4706-97de-aeddbb61eb5a · outbound

This paper cites Retrieval-Augmented Code Review Comment Generation.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Retrieval-Augmented Code Review Comment Generation

Reference 7

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unresolved
no resolver link, observed 2026-08-14T04:20:34.045749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.045749Z digest=sha256:8da87c6e221fc5e234f0c374dbdbd0962b37295c26c9c0c931fa13acda32b678

Observation fc6f414a-4743-4949-8586-760173e9d2b5 · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 8

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unresolved
no resolver link, observed 2026-08-14T04:20:34.051136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.051136Z digest=sha256:2c542b821b2e713109659639a3d62cb7b3179684719a4bd85281cafc58494cdb

Observation 584d83ed-91b7-4a44-9eb9-7b58a26a9f98 · outbound

This paper cites Automated Hypothesis Validation with Agentic Sequential Falsifications.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Automated Hypothesis Validation with Agentic Sequential Falsifications

Reference 9

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no resolver link, observed 2026-08-14T04:20:34.059635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.059635Z digest=sha256:0719d42b857e1f940c4c2e81ac7ce9ee7b11571f6ec501828605e0b79e760860

Observation 5de7492e-27c5-419f-a7af-9d411ac36cd9 · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 10

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unresolved
no resolver link, observed 2026-08-14T04:20:34.064483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.064483Z digest=sha256:911fc0c23a1407bacd35adf7d57c48fc33665cc55a94d7ec00baff2c11e10f7c

Observation 37ae1f0a-754d-4111-b6b1-c9d098d77be7 · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 11

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unresolved
no resolver link, observed 2026-08-14T04:20:34.068498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.068498Z digest=sha256:f5e6a4bd3c2453deea2475bec61d1f4342c88f6719ebc0e9ff960db8240f5c0f

Observation da932bf6-7423-4705-88a6-f0781e62c9e2 · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.072952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.072952Z digest=sha256:589a8e879f7005828671a63c9e6a42f7472ec3d671b38454241e22e66ba9bd0e

Observation a2a0f417-cd72-4a7e-af8c-2f7d66ef6590 · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.077885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.077885Z digest=sha256:4746c11c8d92a8de190c83cc4d2b7977b28b5178298d66abd9062ebbeb4edbea

Observation 85d9d7d3-a8aa-4b87-ae0e-cd1eeeab880f · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 14

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unresolved
no resolver link, observed 2026-08-14T04:20:34.082162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.082162Z digest=sha256:27af8538eb2ff9a93889e90dc038ac11424bfac0efa6b7cea82c93e3df625a81

Observation c49dfd62-fc03-4516-8398-273c2e06d722 · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 15

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unresolved
no resolver link, observed 2026-08-14T04:20:34.086181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.086181Z digest=sha256:992c238f4031b09b2e298c7a509df83056005ff6a03db345e8727466c4d60c03

Observation cf62afc4-fbf8-44d5-ad10-8c528cf82cdd · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 16

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unresolved
no resolver link, observed 2026-08-14T04:20:34.090820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.090820Z digest=sha256:786af45dfd9a928684cc0825d7eb101e1385ab2957581e19c386f6da0323e547

Observation 9b5089a2-dc44-4211-8f54-8b6d2ff39c9f · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 17

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unresolved
no resolver link, observed 2026-08-14T04:20:34.095105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.095105Z digest=sha256:2bf1437aa7ccb2da2b59e26a64890ba3db96275eeda1d05796cd044cd6d38aca

Observation f51c8c89-5683-4410-8bcc-88d11403bf94 · outbound

This paper cites Rigby and Margaret-Anne Storey.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Rigby and Margaret-Anne Storey

Reference 18

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unresolved
no resolver link, observed 2026-08-14T04:20:34.099660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.099660Z digest=sha256:1dcb0e096674b2a655fbc48323738bb63034b38a0243a5c16a500967c918789a

Observation 910f2ea6-3537-4ca2-9e5c-ae732227a16f · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 19

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unresolved
no resolver link, observed 2026-08-14T04:20:34.104770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.104770Z digest=sha256:a2219d219c4a3676a1da044f703c92c236e4165711857897d6f1c649acfd8137

Observation 72d1cabb-e76c-40a8-910f-28f449eb42ec · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-14T04:20:34.570938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T04:20:34.110179Z digest=sha256:bd0802c440f380e6edefdf25ace4f93ff3702dd6a7dad40985fa46c82289752f

Observation 2ba972d7-29ca-401d-b07c-fe8ad4fb1467 · outbound

This paper cites Improving LLM-Based Go Code Review through Issue-List Generation and Context Augmentation.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Improving LLM-Based Go Code Review through Issue-List Generation and Context Augmentation

Reference 21

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unresolved
no resolver link, observed 2026-08-14T04:20:34.115302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.115302Z digest=sha256:1ec52d60e5a72657849eab654e052f35fc1664341f89557da3a9da6f48ecee7a

Observation 0c2475d8-4c2d-429b-bb20-fe23421f7792 · outbound

This paper cites Bissyandé.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Bissyandé

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.119851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.119851Z digest=sha256:4217939ce99bb819550e5deadd780725dd14595ddd127c96c1db7fa7b7deb0d3

Observation d1f82af4-fe5a-44ba-981f-c70933b87a57 · outbound

This paper cites Efficient Agents: Building Effective Agents While Reducing Cost.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Efficient Agents: Building Effective Agents While Reducing Cost

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.123572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.123572Z digest=sha256:d18f1c39c9ddfe01574d2bd6b79faf8882ccc7f7c9f93d5eb3404c74ebc2b1be

Observation 2cae528b-4854-46f2-851b-fdaec5cea5f4 · outbound

This paper cites How Consistent Are LLM Agents? Measuring Behavioral Reproducibility in Multi-Step Tool-Calling Pipelines.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review How Consistent Are LLM Agents? Measuring Behavioral Reproducibility in Multi-Step Tool-Calling Pipelines

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.128103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.128103Z digest=sha256:e35959c72310744076a0088532129a3e0549ccc42bd7f3866f9f158cd61f826c

Observation 6f2654be-2858-4f9b-8f02-7e8e74a5cb3f · outbound

This paper cites Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.132896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.132896Z digest=sha256:a144c00050609c921b9e677e627e8f27754bc82eb14ec6e3a4a005410721a000

Observation d6489c99-0464-4b2a-a230-49a6b00229fb · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.138006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.138006Z digest=sha256:8c1fd67e12dcbd53a08c4aac20fe647e17e45b065e63f634af548c2b944fee89

Observation 6d4abc40-5343-4b5b-aca9-314c28543f2a · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.142459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.142459Z digest=sha256:94c7a7c8e582af5bd84179a21bb726942d43e5bc7d2bb55f49b16a97e844a63c

Observation 81a9e8ad-b04a-43e2-8403-badb125f95b9 · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.146369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.146369Z digest=sha256:d287cb9ed11108ae37fc67b86ff16e32db359f6b809761f58601bf3b3cee8aea

Observation 67c13308-74a9-4104-8682-7f15b79b2ede · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.155476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.155476Z digest=sha256:3b41c53f04b978ddfe968d2469c5fc895d29c4a3f6be2fbc1c4a78304035d6a5

Observation 52c0e63a-4091-4374-8394-d6e32fc48827 · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.159733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.159733Z digest=sha256:c9701b0bdc85ef88cc6b12462324e0e53a401a371077d3e744dcd5d809b20572

Observation 7a01cb77-6f4d-45f9-bb88-cf01f814130b · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.163444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.163444Z digest=sha256:146124b177e04c0fee8dfca1894645f4db7f07c243340ed1be510fb7629eeec5

Observation 51865ee4-eeed-4961-a06f-9b19eb3a5d2c · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.167248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.167248Z digest=sha256:77f75e9b848f8ae129433c4a0ec6950ff7bd794669ceb6d76d66401c3c0b94a0

Observation bf28626c-ac34-4d5e-8761-54925dd69ff9 · outbound

This paper cites InProceedings of the 12th International Conference on Learning Representations (ICLR).

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review InProceedings of the 12th International Conference on Learning Representations (ICLR)

Reference 2024

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unresolved
no resolver link, observed 2026-08-14T04:20:34.055376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.055376Z digest=sha256:3dc54dd6cc4f98b2f5a00a8ae84993e8a6ee1de9dbd62243453383e74e96ce73

Observation 0a81bcf5-206b-430d-927a-dfca90a0d7a8 · outbound

This paper cites an unresolved cited work.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Unresolved cited work

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.151063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.151063Z digest=sha256:667e04d2ccb6c74081172218a5f2e6464c68f1e380cec0aa65a04445a2e4d9d7

Observation c8180445-1622-4d00-9e37-390cb5ff7f35 · outbound

This paper cites InProceedings of the 23rd International Conference on Mining Software Repositories (MSR).

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review InProceedings of the 23rd International Conference on Mining Software Repositories (MSR)

Reference 2026

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.024125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.024125Z digest=sha256:55d6028c8b556d0c5e310f2d82ef3e43cc808a43430350fcd2fe75da2d53d5b2

Pith citing papers

No inbound Pith citation observations are available.