Paper Citation Record · LEDGER

Equivalence of stochastic and deterministic policy gradients

As of 7 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2505.23244.

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

pith.paper-citation-record.v1
2505.23244 v2

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:59:29.884758Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

14 of 14 outbound references displayed

verified exact0
verified fuzzy5
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d6ed50c2-e24a-4539-9dc0-1ebead028663 · outbound

This paper cites Williams, Simple Statistical Gradient-Following Algorithms for Connectionist Reinforcement Learn- ing.

Equivalence of stochastic and deterministic policy gradients Williams, Simple Statistical Gradient-Following Algorithms for Connectionist Reinforcement Learn- ing

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:28.346715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7b99730-2a05-464a-98a2-b5e48986f3ca · outbound

This paper cites Amari, Natural Gradient Works Efficiently in Learning.

Equivalence of stochastic and deterministic policy gradients Amari, Natural Gradient Works Efficiently in Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:28.490621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86a1a3bf-59e6-40c6-9bdd-9c67d6f0e67b · outbound

This paper cites Sutton, D.

Equivalence of stochastic and deterministic policy gradients Sutton, D

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:28.631769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caf38370-71ce-4142-9d98-2f0cbe907d0d · outbound

This paper cites Kakade, A Natural Policy Gradient.

Equivalence of stochastic and deterministic policy gradients Kakade, A Natural Policy Gradient

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:28.814513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17efe37e-0539-433c-b43e-37868a62a573 · outbound

This paper cites Todorov, Lineary-solvable Markov decision problems.

Equivalence of stochastic and deterministic policy gradients Todorov, Lineary-solvable Markov decision problems

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:31.254023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 471feaae-8410-4ff8-bbd0-12e4ecab025a · outbound

This paper cites Peters and S.

Equivalence of stochastic and deterministic policy gradients Peters and S

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:28.986703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52f34415-5466-4eb2-8a9a-156aedd6bc2c · outbound

This paper cites Silver, G.

Equivalence of stochastic and deterministic policy gradients Silver, G

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:29.096487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 588d8104-6aac-40ed-a952-be76780cce76 · outbound

This paper cites Todorov, Convex and analytically-invertible dynamics with contacts and constraints: Theory and implementation in MuJoCo.

Equivalence of stochastic and deterministic policy gradients Todorov, Convex and analytically-invertible dynamics with contacts and constraints: Theory and implementation in MuJoCo

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:31.013844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1a6fe948-f573-4248-badd-215aead4470d · outbound

This paper cites Sutton and A.

Equivalence of stochastic and deterministic policy gradients Sutton and A

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:29.294517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73d7de37-da59-4057-bbfb-296ba197f135 · outbound

This paper cites Ciosek and S.

Equivalence of stochastic and deterministic policy gradients Ciosek and S

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:30.805288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f436505e-3d12-431c-b2fb-6c4f353a63f1 · outbound

This paper cites Szepesv´ ari, Policy gradients.

Equivalence of stochastic and deterministic policy gradients Szepesv´ ari, Policy gradients

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:30.593400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 60a59dcf-e2db-486a-96da-73c7d86a585e · outbound

This paper cites Bhandari and D.

Equivalence of stochastic and deterministic policy gradients Bhandari and D

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:29.624070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13b0b48c-9e18-45db-bfeb-aa67359a237e · outbound

This paper cites an unresolved cited work.

Equivalence of stochastic and deterministic policy gradients Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:59:30.363099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3f0185fd-7f2f-43ec-b125-f5110267dc70 · outbound

This paper cites Todorov, Dynamical System Optimization.

Equivalence of stochastic and deterministic policy gradients Todorov, Dynamical System Optimization

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:59:30.094762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.