Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T05:40:31.666117Z
Paper Citation Record · LEDGER
Multimodal Deep Reinforcement Learning for Portfolio Optimization
As of 18 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 1 inbound Pith citation observation for arXiv:2412.17293.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-10T15:31:21.815468Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T10:21:04.363218Z
Reference resolution
14 of 14 outbound references displayed
- verified exact0
- verified fuzzy7
- unresolved7
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 142a155b-c15a-4c69-a695-b4605be9217a · outbound
This paper cites Deep Reinforce- ment Learning for Optimal Portfolio Allocation: A Comparative Study with Mean-Variance Optimization.
Multimodal Deep Reinforcement Learning for Portfolio Optimization Deep Reinforce- ment Learning for Optimal Portfolio Allocation: A Comparative Study with Mean-Variance Optimization
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:40:31.886082Z
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.
Observation dfe08082-a0aa-44da-9162-7159e225f2c2 · outbound
This paper cites Deep reinforcement learning for stock portfolio optimization by connecting with modern portfolio theory.
Multimodal Deep Reinforcement Learning for Portfolio Optimization Deep reinforcement learning for stock portfolio optimization by connecting with modern portfolio theory
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:40:31.872103Z
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.
Observation 54bc2193-8861-4223-b860-60c3b7a40420 · outbound
This paper cites Reinforcement-Learning based Portfolio Management with Augmented Asset Movement Prediction States.
Multimodal Deep Reinforcement Learning for Portfolio Optimization Reinforcement-Learning based Portfolio Management with Augmented Asset Movement Prediction States
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:40:31.620841Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b3dcf03-2c21-4179-8002-f84fb31c10ff · outbound
This paper cites A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem.
Multimodal Deep Reinforcement Learning for Portfolio Optimization A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:40:31.625252Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec0bd1f4-7378-4d2f-86ac-c2a053d6bafc · outbound
This paper cites an unresolved cited work.
Multimodal Deep Reinforcement Learning for Portfolio Optimization Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T05:40:31.858505Z
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.
Observation 55a789e8-0148-4626-95e2-ed5b7cf1f7ea · outbound
This paper cites MAPS: Multi-agent Reinforcement Learning-based Portfolio Management System.
Multimodal Deep Reinforcement Learning for Portfolio Optimization MAPS: Multi-agent Reinforcement Learning-based Portfolio Management System
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:40:31.633619Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5df58e49-3545-4e00-88c6-817ccdb93932 · outbound
This paper cites CRSP daily stocks, 2010-2024.
Multimodal Deep Reinforcement Learning for Portfolio Optimization CRSP daily stocks, 2010-2024
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:40:31.845005Z
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.
Observation b19fe688-9e81-4dca-bfdd-e982cd57878a · outbound
This paper cites an unresolved cited work.
Multimodal Deep Reinforcement Learning for Portfolio Optimization Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T05:40:31.832840Z
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.
Observation 5077581c-0297-4e91-9e4f-2a36f581f1fa · outbound
This paper cites an unresolved cited work.
Multimodal Deep Reinforcement Learning for Portfolio Optimization Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T05:40:31.821002Z
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.
Observation 42c920fd-e405-41d4-a484-ee9269250420 · outbound
This paper cites Daily finaincial news for 6000+ stocks, 2020.
Multimodal Deep Reinforcement Learning for Portfolio Optimization Daily finaincial news for 6000+ stocks, 2020
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:40:31.805409Z
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.
Observation a9e53f40-86c0-4899-8b97-574b7d210076 · outbound
This paper cites Moody and Lizhong Wu.
Multimodal Deep Reinforcement Learning for Portfolio Optimization Moody and Lizhong Wu
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:40:31.788600Z
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.
Observation bf922e8f-4e7e-441e-a88e-d4b65b981f6f · outbound
This paper cites Reinforcement learning for trading systems and portfolios: Immediate vs future rewards.
Multimodal Deep Reinforcement Learning for Portfolio Optimization Reinforcement learning for trading systems and portfolios: Immediate vs future rewards
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:40:31.775400Z
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.
Observation e0ca73d4-8bee-40eb-912e-c8df950ca377 · outbound
This paper cites an unresolved cited work.
Multimodal Deep Reinforcement Learning for Portfolio Optimization Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T05:40:31.761170Z
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.
Observation 05787a46-3600-44c5-9da3-709e081e93d8 · outbound
This paper cites ∞X t=0 γtRt s0 = s # Qπ(s, a) = E π.
Multimodal Deep Reinforcement Learning for Portfolio Optimization ∞X t=0 γtRt s0 = s # Qπ(s, a) = E π
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T05:40:31.748379Z
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.
Pith citing papers
Observation 56297cb4-32a8-4022-a950-72b03626cc6c · inbound
SBCA: Cross-Modal BERT-driven Actor-Critic for Multi-Asset Portfolio Optimization cites this paper.
SBCA: Cross-Modal BERT-driven Actor-Critic for Multi-Asset Portfolio Optimization Multimodal Deep Reinforcement Learning for Portfolio Optimization
Reference 22
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T10:21:04.367649Z
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.