Research graph
References from A Novel Exchange Rate Forecasting Paradigm Based on Multi-Agent Collaboration and Multimodal Big Data-Driven Methods. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1257/jel.51.4.1063
10.1257/jel.51.4.1063 · External reference
10.1016/j.jksuci.2018.02.010
10.1016/j.jksuci.2018.02.010 · External reference
10.3390/app9152980
10.3390/app9152980 · External reference
10.1016/j.eswa.2022.118570
10.1016/j.eswa.2022.118570 · External reference
10.1016/j.knosys.2020.106622
10.1016/j.knosys.2020.106622 · External reference
10.1016/j.iref.2024.103508
10.1016/j.iref.2024.103508 · External reference
10.1016/j.jer.2023.100079
10.1016/j.jer.2023.100079 · External reference
10.2139/ssrn.4412788
10.2139/ssrn.4412788 · External reference
10.1007/s11432-024-4222-0
10.1007/s11432-024-4222-0 · External reference
MetaGPT: Meta programming for a multi-agent collaborative framework
2023 · External reference
Agent AI with LangGraph: A modular framework for enhancing machine translation using large language models
2024 · External reference
10.1016/j.eswa.2009.07.077
10.1016/j.eswa.2009.07.077 · External reference
10.3390/app11125658
10.3390/app11125658 · External reference
10.1002/jae.976
10.1002/jae.976 · External reference
10.1016/j.isprsjprs.2020.12.010
10.1016/j.isprsjprs.2020.12.010 · External reference
10.1109/icaibd.2019.8837038
10.1109/icaibd.2019.8837038 · External reference
10.26599/bdma.2023.9020009
10.26599/bdma.2023.9020009 · External reference
10.1109/tce.2025.3574013
10.1109/tce.2025.3574013 · External reference
FinGPT: Democratizing internet-scale data for financial large language models
2023 · External reference
FinLlama: Financial sentiment classification for algorithmic trading applications
2024 · External reference
10.1609/aaaiss.v3i1.31290
10.1609/aaaiss.v3i1.31290 · External reference
FinVerse: An autonomous agent system for versatile financial analysis
2024 · External reference
Unresolved reference
2025 · External reference
10.1016/j.jbi.2024.104654
10.1016/j.jbi.2024.104654 · External reference
Self-RAG: Learning to retrieve, generate, and critique through self-reflection
2023 · External reference
10.1016/j.intfin.2020.101238
10.1016/j.intfin.2020.101238 · External reference
10.1145/3292500.3330701
10.1145/3292500.3330701 · External reference
10.1186/s40537-024-00905-w
10.1186/s40537-024-00905-w · External reference
10.1016/j.eswa.2024.123538
10.1016/j.eswa.2024.123538 · External reference
10.1016/j.eng.2024.04.020
10.1016/j.eng.2024.04.020 · External reference
TimesNet: Temporal 2D-variation modeling for general time series analysis
2022 · External reference
10.1016/j.engappai.2024.108112
10.1016/j.engappai.2024.108112 · External reference
10.1111/cwe.12186
10.1111/cwe.12186 · External reference
10.1016/j.eneco.2023.106828
10.1016/j.eneco.2023.106828 · External reference
10.1093/rfs/hhac026
10.1093/rfs/hhac026 · External reference
10.26599/bdma.2022.9020019
10.26599/bdma.2022.9020019 · External reference
10.26599/bdma.2022.9020049
10.26599/bdma.2022.9020049 · External reference
10.1016/j.eswa.2022.118128
10.1016/j.eswa.2022.118128 · External reference
