Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-27T13:26:19.084471Z
Paper Citation Record · LEDGER
As of 24 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2606.10412.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-27T13:26:19.084471Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
48 of 48 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 642d7097-5c01-424b-a746-135847fa8ea7 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Proximal Policy Optimization Algorithms
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation aae3e4ba-0b1f-4635-8d4e-710d061c3585 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Language models are few-shot learners,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfe51548-8f88-4241-9ec7-e26b795168e1 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis A generalised method for empirical game theoretic analysis,
Reference 3
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Observation 67f58320-abc4-4fa0-8ae2-e63b80ec8815 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Tensor fusion network for multimodal sentiment analysis,
Reference 4
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Observation a97d0436-b4f4-4ac8-88d2-1fb0b88fe4c0 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Deep reinforcement learning for roboadvisory portfolio optimization,
Reference 5
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Observation e8773f70-f363-4492-a3d9-b6463a7df642 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Multi-asset portfolio management with proximal policy optimization and transaction costs,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40b97c15-92db-4580-9383-86e973c06ee8 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Attention-enhanced PPO for financial time series prediction,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0612e1de-5583-44a4-b128-c0849a4a254d · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Hybrid learning approaches for portfolio optimization: Combining PPO with supervised pre-training,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3b0cc66-96e9-45df-ae79-7045d185a4f4 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Transformer networks for highfrequency trading: Capturing microstructure patterns,
Reference 9
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Unavailable: canonical work link unavailable.
Observation acf13594-beb4-49b5-8792-8468cf987c75 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Hybrid CNN-LSTM architecture for microsecond- level price prediction in HFT,
Reference 10
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Unavailable: canonical work link unavailable.
Observation aeaec289-065b-4e43-8973-2aaf3fa69efd · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Multi-scale attention mechanisms for order book dynamics,
Reference 11
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Unavailable: canonical work link unavailable.
Observation 187a8ffc-824e-4557-a93d-bde156f8cfde · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Adaptive learning for non-stationary financial markets,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59ec7730-7720-4706-8f25-32868dbb9288 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Incorporating microstructure features into deep learning for HFT,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c57ad9bc-bd1f-42c3-854e-a1ae7df1ad55 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis In-context learning for personalized financial advice,
Reference 14
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Unavailable: canonical work link unavailable.
Observation b4a7b34f-9cd5-4ff1-b144-d9259e7d7e05 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Chain-of-thought prompting for financial reasoning,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe3e5a23-058c-4f5b-ac7b-3d6234033846 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Retrieval-augmented generation for adaptive investment strategies,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13156ef5-8ed6-4477-b9a8-21520a923975 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Constrained generation for safe financial advice: Mitigating hallucinations in LLMs,
Reference 17
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Unavailable: canonical work link unavailable.
Observation 5cb39550-61f7-4a88-9327-68b53db4c4e3 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Continuous auctions and insider trading,
Reference 18
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Unavailable: canonical work link unavailable.
Observation 55eb72f2-1a9f-41cd-ba3d-b434e8353c26 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Differentiable game theory for continuous financial markets,
Reference 19
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Unavailable: canonical work link unavailable.
Observation 0fda9066-f028-4fb9-a955-a4647a43b9ac · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Mean field games in algorithmic trading,
Reference 20
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Unavailable: canonical work link unavailable.
Observation a43fdee3-d60c-49f0-a036-3160db4689f1 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Neural replicator dynamics for extensive-form games in finance,
Reference 21
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Unavailable: canonical work link unavailable.
Observation 7b3f4d8a-705c-486e-8101-c27c11648cf8 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Game-theoretic models of systemic risk in banking networks,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 603a1c67-e575-4c83-900c-fc79b7c2c163 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Giving content to investor sentiment: The role of media in the stock market,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d301227-cd43-4573-89c7-331a437535da · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis FinBERT: Financial Sentiment Analysis with Pre-trained Language Models
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 76c9de5e-033f-4dbf-b36e-0553d5828ca2 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Cross-modal attention for financial sentiment analysis,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98cef1a1-7000-46a3-9ed0-019d37cdcb9b · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Domain adaptation for financial sentiment across markets,
Reference 26
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Unavailable: canonical work link unavailable.
Observation 260fecde-adc5-459d-a325-238f9b7b10cf · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Alternative data integration for enhanced sentiment analysis,
Reference 27
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Unavailable: canonical work link unavailable.
Observation 94e3132e-933d-492f-aa7b-bf8706c41a18 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Combining reinforcement learning with sentiment for trading strategies,
Reference 28
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Unavailable: canonical work link unavailable.
Observation 77567b71-ab7f-4eab-a3f3-6609296e1b43 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Integrating HFT with multi-modal analysis for market prediction,
Reference 29
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Unavailable: canonical work link unavailable.
Observation 63137641-6274-467c-a0a4-865410cf9bf1 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Attention is all you need,
Reference 30
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Unavailable: canonical work link unavailable.
Observation fa63794b-8fbf-476a-ba2b-6688b161b4c2 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Masked autoencoders for financial time series,
Reference 31
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Unavailable: canonical work link unavailable.
Observation 8c0ea9c4-94bd-4cbe-98be-1fdf7b1b362a · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis An image is worth 16x16 words: Transformers for image recognition at scale,
Reference 32
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Unavailable: canonical work link unavailable.
Observation d3de43e6-3f76-45b8-8729-f03bd0117707 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis wav2vec 2.0: A framework for self- supervised learning of speech representations,
Reference 33
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Unavailable: canonical work link unavailable.
Observation 0540ac61-70b0-494a-9179-84dfc3cb3407 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Federated learning for financial institutions: Privacy- preserving collaborative training,
Reference 34
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Unavailable: canonical work link unavailable.
Observation 339972eb-ef76-4487-be91-fda8264de65a · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Causal inference in financial markets,
Reference 35
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Unavailable: canonical work link unavailable.
Observation a46313f6-5b68-42f9-813a-c168d9ec0120 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Machine learning and asset pricing: New evidence,
Reference 36
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Unavailable: canonical work link unavailable.
Observation b6ca4f26-218e-42f6-92e4-168c80bb710f · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis AI-driven arbitrage in incomplete markets,
Reference 37
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Unavailable: canonical work link unavailable.
Observation 4958802a-2667-42c4-ab77-e79a5c1525e2 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Revisiting option pricing with neural networks,
Reference 38
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Unavailable: canonical work link unavailable.
Observation 75564ee2-a735-426e-a1b3-18c3cb491c2f · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Portfolio theory in the age of machine learning,
Reference 39
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Observation 7f731772-61c0-4177-b866-e9a72e016a12 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Adaptive markets and artificial intelligence,
Reference 40
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Unavailable: canonical work link unavailable.
Observation b16f6339-4ac3-4259-91cc-f5ee697f7800 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Proof of Convergence Rate We provide the complete proof for the convergence rate of our unified optimization algorithm
Reference 41
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Observation ac23f0c2-d653-436b-baa1-2048d6573c1c · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Unresolved cited work
Reference 42
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Unavailable: canonical work link unavailable.
Observation 5c8f82bb-f202-4307-a6d8-a67c77c7e4eb · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Unresolved cited work
Reference 43
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Unavailable: canonical work link unavailable.
Observation df03f918-f46f-48b1-8446-ccb29b26e506 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Unresolved cited work
Reference 44
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Observation 74d5198c-b507-466d-bf21-9ad1af1382b7 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Unresolved cited work
Reference 45
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Unavailable: canonical work link unavailable.
Observation 14366936-f9c8-45b1-ba93-65570b28ddad · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Unresolved cited work
Reference 46
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Unavailable: canonical work link unavailable.
Observation d4fc5b2f-ed04-4dc6-afb6-8a2de2f1abb2 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Unresolved cited work
Reference 47
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Unavailable: canonical work link unavailable.
Observation 84029e94-da50-40c0-a8e0-353acc54c4e3 · outbound
A Unified Multi-Modal Framework for Intelligent Financial Systems: Integrating Reinforcement Learning, High-Frequency Trading, and Game-Theoretic Approaches with Cross-Modal Sentiment Analysis Unresolved cited work
Reference 48
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Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.