Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T04:33:03.229079Z
Paper Citation Record · LEDGER
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading
As of 9 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2608.05668.
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 2026-08-08T06:32:00.761636+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
Reference resolution
33 of 33 outbound references displayed
- verified exact0
- verified fuzzy9
- unresolved23
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation d9f5f117-93e5-45ae-b80e-e1a1d4b7ca0b · outbound
This paper cites LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.118689Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 668fc5e9-9a82-4d16-812f-e0dfea73d268 · outbound
This paper cites C DETAILS OFPROBLEMFORMULATION In addition to numerical modalities, we incorporate textual news.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading C DETAILS OFPROBLEMFORMULATION In addition to numerical modalities, we incorporate textual news
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T04:33:03.810209Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f5da3fbf-d880-4448-858d-d47cf53bbb25 · outbound
This paper cites GPT-4o System Card.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading GPT-4o System Card
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.134444Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5c1f8f6-825b-4776-9c3e-caae56852274 · outbound
This paper cites Time travel is cheating: Going live with deepfund for real-time fund investment benchmarking.arXiv preprint arXiv:2505.11065,.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Time travel is cheating: Going live with deepfund for real-time fund investment benchmarking.arXiv preprint arXiv:2505.11065,
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.145568Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0580bb8-87e8-42c9-abab-b14b733e9806 · outbound
This paper cites Can chatgpt forecast stock price movements? return predictability and large language models.arXiv preprint arXiv:2304.07619,.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Can chatgpt forecast stock price movements? return predictability and large language models.arXiv preprint arXiv:2304.07619,
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.160044Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5933105-ff57-4cab-b1d7-22392f67b422 · outbound
This paper cites Playing Atari with Deep Reinforcement Learning.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Playing Atari with Deep Reinforcement Learning
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.163288Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88d9290e-15d7-444d-96b6-a68a47484545 · outbound
This paper cites Financial time series forecasting with deep learning: A systematic literature review: 2005–2019.Applied soft computing, 90:106181,.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Financial time series forecasting with deep learning: A systematic literature review: 2005–2019.Applied soft computing, 90:106181,
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.176022Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2a77f1d-cd6f-42d0-8a1f-e7554f310efc · outbound
This paper cites BloombergGPT: A Large Language Model for Finance.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading BloombergGPT: A Large Language Model for Finance
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.182260Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd2abde7-c7d6-405d-ae27-33ab224066d3 · outbound
This paper cites TradingAgents: Multi-Agents LLM Financial Trading Framework.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.185470Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38ee0a1a-f9c8-422a-8975-1cf793ec400a · outbound
This paper cites Stock movement prediction from tweets and historical prices.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Stock movement prediction from tweets and historical prices
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T04:33:03.828959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 75eb1eaf-9cf6-4da3-9428-47a948ce0149 · outbound
This paper cites Qwen3 Technical Report.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Qwen3 Technical Report
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.192003Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e25e189-2d3d-4930-a2d4-8a223fc92b53 · outbound
This paper cites Qlib: An AI-oriented Quantitative Investment Platform.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Qlib: An AI-oriented Quantitative Investment Platform
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.195260Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 593bd687-b519-4a91-97c0-5807620f3692 · outbound
This paper cites MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.198935Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1cc68e3f-cbe9-441e-8f8f-4eb22f23282f · outbound
This paper cites Findeepresearch: Evaluating deep research agents in rigorous financial analysis.arXiv preprint arXiv:2510.13936,.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Findeepresearch: Evaluating deep research agents in rigorous financial analysis.arXiv preprint arXiv:2510.13936,
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.202501Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a162a99-cdad-4ab4-9a43-dfd29f8d6f7f · outbound
This paper cites Related Work.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Related Work
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T04:33:03.820088Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a59ffb8b-fbfb-47d8-8402-ac068c3bb316 · outbound
This paper cites We adopt DeepSeek-R1 Huang & Wang (2025) as the backbone model.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading We adopt DeepSeek-R1 Huang & Wang (2025) as the backbone model
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T04:33:03.799107Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4444c8ea-eeed-4053-bffc-d0e2ba6b8b7a · outbound
This paper cites trading decisions under different cases.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading trading decisions under different cases
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T04:33:03.788629Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0c60d56e-8567-4b4f-9a37-f73345a6d463 · outbound
This paper cites (2025), while the execution is performed in a single summarization-reasoning step.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading (2025), while the execution is performed in a single summarization-reasoning step
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T04:33:03.777771Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 93e0912c-ebf9-4035-8383-6411283383f3 · outbound
This paper cites Sentiment Analysis Agent.The Sentiment Analysis Agent assesses market sentiment by analyzing news and social media streams (e.g., FinHub).
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Sentiment Analysis Agent.The Sentiment Analysis Agent assesses market sentiment by analyzing news and social media streams (e.g., FinHub)
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T04:33:03.767468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fdc2b186-5bff-4f80-a4b3-232f4f2194d0 · outbound
This paper cites Assumptions used in the backtesting setup.Details of the backtesting protocol are specified below.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Assumptions used in the backtesting setup.Details of the backtesting protocol are specified below
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T04:33:03.756852Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6fd45e2d-d372-4f9f-927a-ef00a3d02308 · outbound
This paper cites F2Agent w/o MaF.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading F2Agent w/o MaF
Reference 33
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-08T04:33:03.320714Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3ca131e0-026a-4861-9fc3-eff8f21eaa9f · outbound
This paper cites Qwen2 Technical Report.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Qwen2 Technical Report
Reference 1998
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.179112Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19ddf7e1-4fa9-4976-adc2-a98dd96433ff · outbound
This paper cites A comprehensive survey of mixture-of-experts: Algorithms, theory, and applications.arXiv preprint arXiv:2503.07137,.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading A comprehensive survey of mixture-of-experts: Algorithms, theory, and applications.arXiv preprint arXiv:2503.07137,
Reference 2013
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.166384Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b25c5bf-e63e-4d13-99e5-99f46429879c · outbound
This paper cites How Green are Neural Language Models? Analyzing Energy Consumption in Text Summarization Fine-tuning.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading How Green are Neural Language Models? Analyzing Energy Consumption in Text Summarization Fine-tuning
Reference 2015
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.169587Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 107d7b16-e599-453e-86ab-4d9d6de7a0fb · outbound
This paper cites ChatGPT Informed Graph Neural Network for Stock Movement Prediction.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading ChatGPT Informed Graph Neural Network for Stock Movement Prediction
Reference 2016
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.122982Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7481081f-e255-437f-82db-b77e5b3371d3 · outbound
This paper cites 101 formulaic alphas.Wilmott, 2016(84):72–81,.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading 101 formulaic alphas.Wilmott, 2016(84):72–81,
Reference 2017
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T04:33:03.843809Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7d642247-d426-46cd-a604-aa43c07185c0 · outbound
This paper cites The Llama 3 Herd of Models.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading The Llama 3 Herd of Models
Reference 2018
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.127267Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2fbac0b-2d10-48c5-9bc6-0a90a1ca5d26 · outbound
This paper cites FinGPT: Democratizing Internet-scale Data for Financial Large Language Models.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading FinGPT: Democratizing Internet-scale Data for Financial Large Language Models
Reference 2020
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.156125Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c1d6f26-7089-49ab-b158-97e6033e5f32 · outbound
This paper cites High-Modality Multimodal Transformer: Quantifying Modality & Interaction Heterogeneity for High-Modality Representation Learning.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading High-Modality Multimodal Transformer: Quantifying Modality & Interaction Heterogeneity for High-Modality Representation Learning
Reference 2021
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.149035Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23e6e5ad-ea60-4323-b0e2-2c88693cb786 · outbound
This paper cites FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative Finance.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative Finance
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.152489Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2657ac10-573b-4445-8561-37f7d505242a · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.130801Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97e678d7-94d9-4523-829b-a9aa677d8c63 · outbound
This paper cites A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.138220Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b687636-978f-4d57-9559-d37581970a77 · outbound
This paper cites Proximal Policy Optimization Algorithms.
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading Proximal Policy Optimization Algorithms
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T04:33:03.172594Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.