Pith. sign in

Paper Citation Record · LEDGER

Stochastic Beams and Where to Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:1903.06059.

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

pith.paper-citation-record.v1
1903.06059 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:46:41.527668Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T14:39:58.282777Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation e8976faa-2788-45e4-8397-bb9aa518aac7 · inbound

Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models cites this paper.

Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Stochastic Beams and Where to Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-15T21:46:41.527668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:46:41.527668Z digest=sha256:10d8f4f0a0f900ebbcca74cf8420d0b9fa3b4f05e9c792a5697879a5d28757c0

Observation 6cfba2bf-211a-40b7-9a3b-a036a36d592c · inbound

Looking elsewhere: improving variational Monte Carlo gradients by importance sampling cites this paper.

Looking elsewhere: improving variational Monte Carlo gradients by importance sampling Stochastic Beams and Where to Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T19:37:28.200396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:37:28.200396Z digest=sha256:bebf999a415658f9c0bf915be8d4158323192c48204566c34f47593d26bfc902

Observation 153156fe-6048-4ea5-90dc-e0ee17eafe51 · inbound

Efficient Test-Time Inference via Deterministic Exploration of Truncated Decoding Trees cites this paper.

Efficient Test-Time Inference via Deterministic Exploration of Truncated Decoding Trees Stochastic Beams and Where to Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-10T01:04:50.000321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-10T01:03:06.917872Z digest=sha256:0b1bb194d5684886b1fe620776747939b64ed0f50c69479beb215651207a46ae

Observation 0f93ec1b-0866-4357-a7a6-304152e9b1cb · inbound

An Iterative Dual-Channel Neural Quantum State Algorithm for Selected Configuration Interaction cites this paper.

An Iterative Dual-Channel Neural Quantum State Algorithm for Selected Configuration Interaction Stochastic Beams and Where to Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-07-04T14:39:58.284250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-26T02:50:50.973675Z digest=sha256:d7b9d5e577dd95ab1937322207b4f17ea71aba2fa1c354141a52d678d0ed84ef

Observation 4f40a9d8-198f-493b-96a4-50da57642f0b · inbound

Rank-Conditioned Sample Reuse for the Plackett--Luce Best-of-$K$ Objective cites this paper.

Rank-Conditioned Sample Reuse for the Plackett--Luce Best-of-$K$ Objective Stochastic Beams and Where to Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement

Reference 10

Resolution
unresolved
no resolver link, observed 2026-07-14T06:44:16.198117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-14T06:44:16.198117Z digest=sha256:f709eca74c1dfc4b830d097e1caa827ca59994def37fab669f36af79993fda8d