Pith. sign in

Paper Citation Record · LEDGER

PPDL: LLM-Based Flows as Probabilistic Programs

As of 18 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2608.05234.

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

pith.paper-citation-record.v1
2608.05234 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:41:04.770710Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

15 of 15 outbound references displayed

  • verified exact0
  • verified fuzzy7
  • unresolved6
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2af858ae-f834-4f94-9d5b-6ac5d4207aaf · outbound

This paper cites The for- mula to calculate the nth centered hexagonal number is given by:1+6+ 12 +...+ 6(n− 1), which simpli- fies to3n 2 −3n+.

PPDL: LLM-Based Flows as Probabilistic Programs The for- mula to calculate the nth centered hexagonal number is given by:1+6+ 12 +...+ 6(n− 1), which simpli- fies to3n 2 −3n+

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:41:05.070559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T17:41:04.727525Z digest=sha256:9267420f800103616d197164de1ee181edc80459eaacd45d457144c7e0cbadda

Observation 01b5c72d-acfb-4d6f-a5e6-92d8f9c55bbb · outbound

This paper cites PDL: A Declarative Prompt Programming Language.

PPDL: LLM-Based Flows as Probabilistic Programs PDL: A Declarative Prompt Programming Language

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-08T17:41:04.705079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:41:04.705079Z digest=sha256:a2f26fab99a45f9f94d530d8371d43ff449b23309c68c727df9dbbd7ea5d5f2c

Observation d72733b1-1f26-4277-af03-dc9d973c07b1 · outbound

This paper cites an unresolved cited work.

PPDL: LLM-Based Flows as Probabilistic Programs Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-08T17:41:05.046053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T17:41:04.733407Z digest=sha256:7b221b37d25023d100b3205d6baa7bd5f451523b3655b014a48ece97f3144361

Observation 4ef5437a-5632-48d0-9f9c-f824bd9e27cd · outbound

This paper cites "" ... ".

PPDL: LLM-Based Flows as Probabilistic Programs "" ... "

Reference 10

Resolution
malformed identifier
raw_fallback, observed 2026-08-08T17:41:05.019509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T17:41:04.739587Z digest=sha256:d3f7ea5931233bf4f6ac6f3a01e67f55cb828495f0de657d3a76e9aa255b9034

Observation 57e7db48-bf28-4b69-8fda-8c277b2b0e03 · outbound

This paper cites role " :.

PPDL: LLM-Based Flows as Probabilistic Programs role " :

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:41:05.122714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T17:41:04.714792Z digest=sha256:d33bd2027f6ec7f885f627b60ac6acb32ab1a9c9292acf117fef03ddaf8a91ec

Observation 4aaf077d-1c4d-43cb-b59e-aa493ac11db0 · outbound

This paper cites role " :.

PPDL: LLM-Based Flows as Probabilistic Programs role " :

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:41:04.989697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T17:41:04.747614Z digest=sha256:0af4d4b0a5d222606662e6393b2a4ef6c7f2253a938e576e8443d3fb19743f83

Observation d7e62176-bc9a-478c-92e1-41407363162d · outbound

This paper cites role " :.

PPDL: LLM-Based Flows as Probabilistic Programs role " :

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:41:04.950381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T17:41:04.759695Z digest=sha256:c40e156778cd969c59a2ac52dcd5efbaac72303c41b86d4272a08265250949cd

Observation 5c5c0321-5659-4aa3-8bbd-63dc1368a26f · outbound

This paper cites role " :.

PPDL: LLM-Based Flows as Probabilistic Programs role " :

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:41:05.102968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T17:41:04.721150Z digest=sha256:07515fb4e858482a9af5965d76aab9f7bb2c5e4511d8830cb4cd71e1bf5f37c4

Observation 9c5922a1-a2a6-4f99-99c1-8a8ee65d3b53 · outbound

This paper cites Problem: $ { problem }.

PPDL: LLM-Based Flows as Probabilistic Programs Problem: $ { problem }

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:41:04.910828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T17:41:04.770710Z digest=sha256:2525ece410d9368cb8ab2d870b18282445bc00cec42d97fb42421725248bf382

Observation 493ad1f0-1787-4403-a80b-17073bc3ce31 · outbound

This paper cites role " :.

PPDL: LLM-Based Flows as Probabilistic Programs role " :

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T17:41:04.971480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T17:41:04.753599Z digest=sha256:2014ca62d056094811bb3ccb5a83f916c52cc07ec17e8a66b2670c9dfc5eea26

Observation 05547aff-13eb-4b6c-a523-275a96818eb7 · outbound

This paper cites role " :.

PPDL: LLM-Based Flows as Probabilistic Programs role " :

Reference 42

Resolution
malformed identifier
raw_fallback, observed 2026-08-08T17:41:04.927800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-08T17:41:04.765200Z digest=sha256:ebee51a3c514c6b032e840b3e8073d48fddfaf3865db75e18bc6889e24a21edc

Observation 86b71d5b-14f0-4d31-ae40-eb5113db0702 · outbound

This paper cites Jain, N., Han, K., Gu, A., Li, W.-D., Yan, F., Zhang, T., Wang, S., Solar-Lezama, A., Sen, K., and Stoica, I.

PPDL: LLM-Based Flows as Probabilistic Programs Jain, N., Han, K., Gu, A., Li, W.-D., Yan, F., Zhang, T., Wang, S., Solar-Lezama, A., Sen, K., and Stoica, I

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-08T17:41:04.688256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:41:04.688256Z digest=sha256:1737d55ed96fde7c499cf4496f61a989d40f9464f6901c0bf816af04768b8b47

Observation b98661e3-8488-403a-bf01-c56e35a4c62c · outbound

This paper cites Bingham, E., Chen, J.

PPDL: LLM-Based Flows as Probabilistic Programs Bingham, E., Chen, J

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-08T17:41:04.676205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:41:04.676205Z digest=sha256:820c7d1951a378f534122c5755e4d07d449315ce78647a1895dcf1f99e65ca0f

Observation 6a56e26a-e37d-44cf-8b0b-78afab7fc4fb · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

PPDL: LLM-Based Flows as Probabilistic Programs Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-08T17:41:04.682131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:41:04.682131Z digest=sha256:43435aed249409455ace026faeb267beb5452036c4d1b09f889d23c65ff2e8af

Observation d8ddb747-b66a-4d38-aa72-30db200fce28 · outbound

This paper cites Magnushammer: A Transformer-Based Approach to Premise Selection.

PPDL: LLM-Based Flows as Probabilistic Programs Magnushammer: A Transformer-Based Approach to Premise Selection

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-08T17:41:04.698409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:41:04.698409Z digest=sha256:100a4fcc08b9e5c5dd01438b1dee47509b51522f1301b2b19539edc8aeeae930

Pith citing papers

No inbound Pith citation observations are available.