Paper Citation Record · LEDGER

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards

As of 22 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2502.02619.

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

pith.paper-citation-record.v1
2502.02619 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T12:52:42.597013Z

measured 45 of 45 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 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

45 of 45 outbound references displayed

verified exact3
verified fuzzy1
unresolved40
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d75b1230-7c2f-427c-a3ac-950da82b4029 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:43.058221Z

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.

Observation a244a44d-907e-4826-9729-fee408baa35f · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:43.049262Z

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.

Observation 898debbc-6d11-4cbb-a1b3-ebabc944ffa8 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T12:52:42.459404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a51b0b1-7d80-451b-9f91-a25b02e86840 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:43.036044Z

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.

Observation 69b08761-0c33-4ac8-849b-0fefd63f38bd · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:43.027988Z

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.

Observation ca42f368-2f37-4abd-891f-bd2c840819a7 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:43.019803Z

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.

Observation f2123caf-c6e9-4038-a157-c3a995d2320b · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:43.011247Z

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.

Observation 21320991-5995-464d-b363-f78e8e3fcc16 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:43.002856Z

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.

Observation d53d6cd7-e91e-4dcc-8657-4f874b3f2e3e · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.994262Z

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.

Observation 0937de1a-1a26-4fcc-a343-1263d1aa51ca · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.985344Z

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.

Observation b55ff14b-abc6-49f3-98d5-79323aa886f7 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.976825Z

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.

Observation fef491cb-1c7c-4e5b-8f8d-21f136fb6ce7 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.967918Z

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.

Observation f2fbbfae-cfe0-4940-9477-f13db11c25a9 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.959095Z

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.

Observation 3c3fb25a-874f-45e5-9881-16be6504df52 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.949939Z

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.

Observation 7512bf41-991f-4594-a62a-146223012a6f · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.940700Z

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.

Observation ed9f693d-f8d0-4594-a052-f684586d0690 · outbound

This paper cites predict, then optimize.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards predict, then optimize

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T12:52:42.931812Z

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.

Observation e8e71db5-723b-4cd6-a706-54d3db6846b7 · outbound

This paper cites Learning Robust Rewards with Adversarial Inverse Reinforcement Learning.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Learning Robust Rewards with Adversarial Inverse Reinforcement Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T12:52:42.509241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 922c96ab-5111-45d0-ae62-06fd636c54dc · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.922836Z

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.

Observation 7f459e03-294e-48b0-a7eb-62a70dcba109 · outbound

This paper cites Combining Reinforcement Learning and Inverse Reinforcement Learning for Asset Allocation Recommendations.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Combining Reinforcement Learning and Inverse Reinforcement Learning for Asset Allocation Recommendations

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-09T12:52:42.732246Z

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.

Observation 5cf9ffa0-0880-4fb5-b4b4-35ae272d677b · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.913748Z

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.

Observation 7e10fb1c-c0d4-4393-8274-50b5a0f1c58a · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T12:52:42.523084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a40518e-e336-4936-9e51-7ead578adac0 · outbound

This paper cites A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T12:52:42.526251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6143a5d-bd43-404d-a25c-edaae35d326e · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.899686Z

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.

Observation 32cad49b-d948-4f66-918c-b8a200b8e56b · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.890473Z

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.

Observation 5f514b05-b7f4-4b42-b339-9fbd4990c596 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.881794Z

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.

Observation f800ead4-2d1a-48a0-930c-1318f54c2fea · outbound

This paper cites Evaluation of Deep Reinforcement Learning Algorithms for Portfolio Optimisation.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Evaluation of Deep Reinforcement Learning Algorithms for Portfolio Optimisation

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-09T12:52:42.712066Z

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.

Observation 45d9f780-ea11-4b47-90f8-00132ad7c46f · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.872922Z

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.

Observation f5fdee2e-69b8-46aa-a18d-b7a995c24a9d · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.864243Z

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.

Observation 50727468-2175-4e4f-aade-a22316403090 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.855533Z

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.

Observation 7ca7b797-20c8-49e4-8eaa-f99f9dd478ad · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-09T12:52:42.551476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ca792d6-5c2a-49ce-9398-3c254234ec25 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T12:52:42.554559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db2da8af-92db-42f5-aaf4-f3bbd5254e49 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.841699Z

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.

Observation 2fd4189b-1448-42de-b14b-21cbd34722c6 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.832432Z

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.

Observation 7901c7b2-b491-4e70-9890-68c939a6f659 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.823660Z

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.

Observation d057b9bb-a8cd-4651-8e25-121754fdb04f · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.814829Z

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.

Observation 7437436a-4e91-49a7-b867-1e21331d8110 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-09T12:52:42.569705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a826f712-c6b6-4291-8c6a-14bf930ad95d · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.801033Z

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.

Observation 484481d0-4662-4c3a-9f11-6ed515f73806 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-09T12:52:42.579511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4495f5a9-96dd-42d9-b6f4-d74507be8954 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.786914Z

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.

Observation 4dde5196-21da-4ead-9d48-a5ec4a700ce4 · outbound

This paper cites Deep Reinforcement Learning for Asset Allocation in US Equities.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Deep Reinforcement Learning for Asset Allocation in US Equities

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-08-09T12:52:42.629950Z

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.

Observation 151297dc-1010-45e0-b246-53f712d87875 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-09T12:52:42.589239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d62c594a-2212-4135-be0e-414897967939 · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.772106Z

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.

Observation 7de5df04-cbde-404f-a066-4ea8304f250a · outbound

This paper cites an unresolved cited work.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:52:42.762931Z

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.

Observation fa4e6549-6870-4b07-989e-a740689b3068 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Proximal Policy Optimization Algorithms

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-09T12:52:42.572870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 188e936e-357e-4355-bf38-1aba716dede6 · outbound

This paper cites Bridging the gap between Markowitz planning and deep reinforcement learning.

Regret-Optimized Portfolio Enhancement through Deep Reinforcement Learning and Future Looking Rewards Bridging the gap between Markowitz planning and deep reinforcement learning

Reference 2020

Resolution: metadata mismatch; local_arxiv, observed 2026-08-09T12:52:42.753520Z

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.

Pith citing papers

No inbound Pith citation observations are available.