Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 53 inbound Pith citation observations for arXiv:2412.20138.
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
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, observed 2026-08-08T05:37:05.391047Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T20:00:07.722366Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation fc01129d-5b4b-4486-af51-a6d3c56c0a47 · inbound
Bridging Language Models and Financial Analysis TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 107
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 3934c522-efdd-40b6-b535-b592560763eb · inbound
A Survey of Scaling in Large Language Model Reasoning TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 229
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 0a9f2820-51ba-4ed6-9437-8a187c990f2a · inbound
Reasoning Like an Economist: Post-Training on Economic Problems Induces Strategic Generalization in LLMs TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 88
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44642b64-70b0-42e9-84ca-3dfe3d99621f · inbound
Why do AI agents communicate in human language? TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ba54d81-88bc-4d5b-b6b8-362e0a57d813 · inbound
EconGym: A Scalable AI Testbed with Diverse Economic Tasks TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6619d21f-5b70-4af6-b6e3-db38052a6361 · inbound
Integrating Large Language Models in Financial Investments and Market Analysis: A Survey TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 263fe910-f8d4-4c6c-ae15-c00a45ea72bc · inbound
To Trade or Not to Trade: An Agentic Approach to Estimating Market Risk Improves Trading Decisions TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18593718-4dd2-4d4d-8907-06c6eeb18b8e · inbound
StockSim: A Dual-Mode Order-Level Simulator for Evaluating Multi-Agent LLMs in Financial Markets TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afa67fcc-3c2d-466d-8617-f31262169326 · inbound
A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 217
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 830ac18a-8b25-462b-9ea5-4ec7a7892ee3 · inbound
ContestTrade: A Multi-Agent Trading System Based on Internal Contest Mechanism TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8517c31a-4e46-4c87-a23f-9a9cacc65512 · inbound
SWIRL: A Staged Workflow for Interleaved Reinforcement Learning in Mobile GUI Control TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dc77c62-710f-4050-9edb-2156ee8599cf · inbound
Learning to Conceal Risk: Controllable Multi-turn Red Teaming for LLMs in the Financial Domain TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 37
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 31c38fad-e99d-41c6-b991-5e603ba4cfcf · inbound
Scheming Ability in LLM-to-LLM Strategic Interactions TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 48
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 0f61b116-846a-44f5-a1f4-8603d8fe8936 · inbound
AlphaQuanter: An End-to-End Tool-Augmented Agentic Reinforcement Learning Framework for Stock Trading TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 6
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 04952ddc-824f-4db6-a864-4b3276049b76 · inbound
TokenCake: A KV-Cache-centric Serving Framework for LLM-based Multi-Agent Applications TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 17
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 53c78bab-440a-4051-83b2-b87b1cc71834 · inbound
Cost and Accuracy of Long-Term Memory in Distributed Multi-Agent Systems Based on Large Language Models TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebd0a276-0d3f-440a-8717-bfe85fdc9c53 · inbound
Large Language Model Agent for User-friendly Chemical Process Simulations TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 11
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 ebcfbef5-9d9f-4f4b-a633-a8207ca040d1 · inbound
Emergent Social Intelligence Risks in Generative Multi-Agent Systems TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 131
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 b182ca4c-6bd1-4a94-acd1-37dac938236e · inbound
Quantifying Trust: Financial Risk Management for Trustworthy AI Agents TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 40
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 0ee6bd39-c553-4837-9cbc-954aea0cde20 · inbound
Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 103
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 2d2fef3f-85a3-40db-aff9-2ff8121919e3 · inbound
Moira: Language-driven Hierarchical Reinforcement Learning for Pair Trading TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 52
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 3f3e76cd-efaa-41a5-a777-d758f55695c7 · inbound
A Review of Large Language Models for Stock Price Forecasting from a Hedge-Fund Perspective TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 71
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 f44e13f3-1a34-4f56-a7b1-493d3360658e · inbound
Agentic Retrieval-Augmented Generation for Financial Document Question Answering TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 36
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 d77dc460-7396-4698-9826-9375e9afea9b · inbound
Beyond Task Success: Measuring Workflow Fidelity in LLM-Based Agentic Payment Systems TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 18
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 0e4f9747-e3a3-4b81-b2a7-c05884e3d169 · inbound
AutoRedTrader: Autonomous Red Teaming of Trading Agents through Synthetic Misinformation Injection TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 31
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 a1945989-88c6-44b2-90ff-c30c533aff84 · inbound
FlowSteer: Prompt-Only Workflow Steering Exposes Planning-Time Vulnerabilities in Multi-Agent LLM Systems TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 58
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 91e4309d-92d5-43a4-854d-24525b93d1bc · inbound
LEAF: A Living Benchmark for Event-Augmented Forecasting TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 2
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 d5c7b735-1644-4975-ad38-ccbc8fb52534 · inbound
The Alpha Illusion: Reported Alpha from LLM Trading Agents Should Not Be Treated as Deployment Evidence TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 26
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 e7f04c84-3f59-4a49-aa97-9e6e54b1117d · inbound
Reasoning through Verifiable Forecast Actions: Consistency-Grounded RL for Financial LLMs TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 49
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 87f160f0-88ff-4734-a382-5f5e9c8c25e9 · inbound
MadEvolve: Evolutionary Optimization of Trading Systems with Large Language Models TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 13
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 f0d621ec-5b3a-4b81-a523-68b17b9d7781 · inbound
Market Regime Council for Dynamic Credit Assignment in Multi-Agent LLM Decision Systems TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 42
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 58386480-5ffc-4f1c-9885-44684e6afb66 · inbound
FundaPod: A Multi-Persona Agent Pod Platform with Knowledge Graph Memory for AI-Assisted Fundamental Investment Research TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 19
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 a2e21f9c-2a09-4677-9da8-d2ba636148b2 · inbound
Representation Signatures and Risk-Feedback Alignment in LLM Trading Agents TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 15
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 e4cb7757-ea37-4468-b871-021da1c3d015 · inbound
FinCom: A Financial Multi-Agent Demo with Disagree-or-Commit Deliberation TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 7
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 13184d36-3d3e-4db6-acf0-ab851b3f207e · inbound
POIROT: Interrogating Agents for Failure Detection in Multi-Agent Systems TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 31
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 67f54172-0119-4fef-8d09-c76d2c08939a · inbound
Large Language Models Hack Rewards, and Society TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 34
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 4960ff52-8af0-4e07-aba1-97197a373ed9 · inbound
Simulate, Reason, Decide: Scientific Reasoning with LLMs for Simulation-Driven Decision Making TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 69
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 a2ff5a6b-21dc-4665-bddd-47856009417f · inbound
Harnessing Generalist Agents for Contextualized Time Series TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 11
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 17c07363-e1bd-4aef-ac6b-2c5a63aee4b8 · inbound
Macro Economists in the Machine: A Multi-Agent LLM Framework for Commodity-Related ETF Portfolio Construction TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 12
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 b735b7ae-6f5b-4bd1-b517-aa9c4582b496 · inbound
Beyond Agent Architecture: Execution Assumptions and Reproducibility in LLM-Based Trading Systems TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 6
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 c22c93dc-15d6-4a4e-ad0e-ab203e4d5b0b · inbound
MoCA-Agent: A Market-of-Claims Code Agent for Financial and Numerical Reasoning TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 54
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 125817ca-47c7-4b6c-87f7-fe0d6eb11918 · inbound
Leakage-Aware Benchmarking of LLM Forecasting: Real-Time Nowcasts as the Decision-Time Input for Macro Factor Ranking TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 97
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 7940183f-52af-4098-9be0-99c6b009cd81 · inbound
The Interplay of Harness Design and Post-Training in LLM Agents TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 51
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 85c5a340-447a-4735-ade6-e442e21e58e2 · inbound
AI Trading's Alpha Singularity: Emergent Market Reasoning through Agent-to-Agent Self-Evolution TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 46
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 7761854b-76a3-4122-8552-49ce0da18299 · inbound
CLQT: A Closed-Loop, Cost-Aware, Strategy-Consistent Benchmark for Diagnostic Evaluation of LLM Portfolio-Management Agents TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 10
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 8018a4fd-b9e1-4e73-afdf-df7005964617 · inbound
CLQT: A Closed-Loop, Cost-Aware, Strategy-Consistent Benchmark for Diagnostic Evaluation of LLM Portfolio-Management Agents TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88ac7230-c4de-4058-b590-a17c452e5072 · inbound
A Systematic Approach to Multi-Agent AI from Advanced Regulatory Control Theory: Safe and Auditable LLM Operator Agents for Process Control TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 14
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 9f0b109d-27f6-453c-bdd7-74a88bc968e3 · inbound
CSTrader: A Testbed for Language-Grounded Trading in a Community-Driven Virtual Asset Market TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 21
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 2f7db49c-7829-441c-bad2-d0bb37b4276f · inbound
NextFund: A Unified Performance Tracking Platform for Agentic Portfolio Management TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a322e7d9-fe88-4e01-82f8-537afe86dc8a · inbound
Isolated but Exposed: Persistence-Based Memory Extraction Attack on LLM Agents TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9f633b5-3ad3-45ef-bc2c-8b8d2c2555e9 · inbound
Can Large Language Models Execute Parent Orders? TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5baa9a69-5d9d-49b8-8442-eb2d3dbe3b47 · inbound
FOCUS: Decoupling Expert Personas in LLMs to Enhance Domain Expert Capabilities TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd2abde7-c7d6-405d-ae27-33ab224066d3 · inbound
F$^2$Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.