Paper Citation Record · LEDGER

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling

As of 9 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2507.14182.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.14182 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:04:47.114932Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

46 of 46 outbound references displayed

verified exact6
verified fuzzy25
unresolved12
parse uncertain0
malformed identifier3
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5547ea69-d704-49e9-9b09-85ccf7aea33b · outbound

This paper cites The influence of risk perception, risk tolerance, overconfidence, and loss aversion towards investment decision making.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling The influence of risk perception, risk tolerance, overconfidence, and loss aversion towards investment decision making

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:53.514713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3bd3a837-e2a5-4aef-8948-bace31d06f8a · outbound

This paper cites The pricing of options and corporate liabilities.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling The pricing of options and corporate liabilities

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:53.340820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6a9ef973-4c1c-4a8b-95f2-08f81899ad02 · outbound

This paper cites Latent dirichlet allocation.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Latent dirichlet allocation

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:53.234604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b913c741-48f3-4f2d-addf-2ab6c3f3bf38 · outbound

This paper cites Generalized autoregressive conditional het- eroskedasticity.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Generalized autoregressive conditional het- eroskedasticity

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:53.060457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation db14a8ff-8aa3-48a3-912b-a096ef038539 · outbound

This paper cites Arch models.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Arch models

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:52.890629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f88fd0a7-b641-4362-8d0d-1c7684aeb189 · outbound

This paper cites Journal of Banking & Finance 24, 1651–1679.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Journal of Banking & Finance 24, 1651–1679

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:52.769671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cd9b5cf1-ceff-4b48-b994-65d2ecbc585f · outbound

This paper cites Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:04:48.581568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 37380483-8680-4bd7-b77f-3fd405648587 · outbound

This paper cites Financial time se- ries forecasting with multi-modality graph neural network.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Financial time se- ries forecasting with multi-modality graph neural network

Reference 8

Resolution: malformed identifier; no resolver link, observed 2026-08-06T18:04:43.748519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9c5be58-d98e-4a35-b4ba-7fafb50a4e2f · outbound

This paper cites Sentiment analysis on stock social mediaforstockpricemovementprediction.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Sentiment analysis on stock social mediaforstockpricemovementprediction

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:52.597538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0ddc5f00-3c93-4a39-bdc3-aef46e537839 · outbound

This paper cites TradExpert: Revolutionizing Trading with Mixture of Expert LLMs.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling TradExpert: Revolutionizing Trading with Mixture of Expert LLMs

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:04:48.290442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ff06e3f6-93b4-42ff-ac59-baedf0e1452b · outbound

This paper cites an unresolved cited work.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T18:04:44.135117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cc8a9de-156f-4cec-822e-1561f941118c · outbound

This paper cites Mf-clr: Multi-frequency contrastive learning representation for time series, in: International Conference on Machine Learning.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Mf-clr: Multi-frequency contrastive learning representation for time series, in: International Conference on Machine Learning

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:52.475155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d55907f1-d18c-4a4e-8698-ff0cbe400672 · outbound

This paper cites Modality-aware transformer for financial time series forecasting, in: Proceedings of the 5th ACM International Conference on AI in Finance, pp.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Modality-aware transformer for financial time series forecasting, in: Proceedings of the 5th ACM International Conference on AI in Finance, pp

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:52.333516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8f0d4d3a-6ea7-4f74-8f24-b50d0cb2768c · outbound

This paper cites A sentiment-enhanced hybrid model for crude oil price forecasting.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling A sentiment-enhanced hybrid model for crude oil price forecasting

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:52.165702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0d88835d-f6cb-4345-99cb-d70d54ba0b13 · outbound

This paper cites Temporal relational ranking for stock prediction.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Temporal relational ranking for stock prediction

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:51.990706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6608682e-8034-4ac0-9b64-1329daf44f8e · outbound

This paper cites Stockformer: Learning hybrid trading machines with predictive coding., in: IJCAI, pp.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Stockformer: Learning hybrid trading machines with predictive coding., in: IJCAI, pp

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:51.853405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0e922218-181c-40e1-9ad1-203379156796 · outbound

This paper cites The random- walk hypothesis of stock market behavior a.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling The random- walk hypothesis of stock market behavior a

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:51.574441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d0770688-014e-4cbc-92c0-19887c01d084 · outbound

This paper cites BERTopic: Neural topic modeling with a class-based TF-IDF procedure.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T18:04:44.713557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6d7656b-c9b6-4361-bddb-dd0bb2688d41 · outbound

This paper cites Predictive performance of denoising algorithms in s&p 500 and bitcoin returns.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Predictive performance of denoising algorithms in s&p 500 and bitcoin returns

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:51.365514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 75ed6b1e-0303-4c43-a030-cfe9cf497a86 · outbound

This paper cites Long short-term memory.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Long short-term memory

Reference 20

Resolution: malformed identifier; no resolver link, observed 2026-08-06T18:04:44.832525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db6cb7d0-a5a1-48f3-b0b5-3740f5fc88f5 · outbound

This paper cites an unresolved cited work.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:04:51.192305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 672ae7a5-20c2-436c-b6db-691453a0477f · outbound

This paper cites Finbert: A large language model for extracting information from financial text.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Finbert: A large language model for extracting information from financial text

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:51.022839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3e53452c-89c1-473a-bd86-af340aa7ea7c · outbound

This paper cites Bi-Level Attention Graph Neural Networks.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Bi-Level Attention Graph Neural Networks

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:04:47.957772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 51884371-1f1d-4b0e-ad18-16d1180d0f20 · outbound

This paper cites Behavioral portfolio selection in con- tinuous time.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Behavioral portfolio selection in con- tinuous time

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:50.872431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f4282774-00f9-4ed9-99ef-d0c15e03aa3b · outbound

This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T18:04:45.276857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3cb71ec-158e-49b4-9225-7a365785f615 · outbound

This paper cites Supervised Contrastive Learning.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Supervised Contrastive Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T18:04:45.375056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6d0d165-44c0-4b24-8541-becf23c48121 · outbound

This paper cites Finreport: Explainable stock earnings forecasting via news factor analyzing model, in: Companion Proceedings of the ACM on Web Conference 2024, pp.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Finreport: Explainable stock earnings forecasting via news factor analyzing model, in: Companion Proceedings of the ACM on Web Conference 2024, pp

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:50.688120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6d015d07-984c-467d-b3e3-17a30388ac50 · outbound

This paper cites Finreport: Explainable stock earnings forecasting via news factor analyzing model.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Finreport: Explainable stock earnings forecasting via news factor analyzing model

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:50.551547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 080ecfdc-0c01-45c8-9510-24ad6b736da6 · outbound

This paper cites The extra value of online investor sentiment measures on forecasting stock return volatility: A large- scale longitudinal evaluation based on chinese stock market.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling The extra value of online investor sentiment measures on forecasting stock return volatility: A large- scale longitudinal evaluation based on chinese stock market

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:50.390658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b1b001c5-4f6b-4cf0-b25f-cb9daaf962a5 · outbound

This paper cites Focal loss for dense object detection, in: 2017 IEEE International Conference onComputerVision(ICCV),pp.2999–3007.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Focal loss for dense object detection, in: 2017 IEEE International Conference onComputerVision(ICCV),pp.2999–3007

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T18:04:45.759267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 293f5ea5-5d2b-44e0-93fe-532d96e02b4e · outbound

This paper cites AutoTimes: Autoregressive Time Series Forecasters via Large Language Models.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling AutoTimes: Autoregressive Time Series Forecasters via Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T18:04:45.844918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e00af0e5-7b34-4d48-8906-161d00b6ab4b · outbound

This paper cites Causality- guidedmulti-memoryinteractionnetworkformultivariatestockprice movement prediction, in: Annual Meeting of the Association for Computational Linguistics.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Causality- guidedmulti-memoryinteractionnetworkformultivariatestockprice movement prediction, in: Annual Meeting of the Association for Computational Linguistics

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:50.258664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c9b6a3f5-4394-4619-977d-7d89af5ec0ae · outbound

This paper cites Mm- itransformer: A multimodal approach to economic time series fore- casting with textual data.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Mm- itransformer: A multimodal approach to economic time series fore- casting with textual data

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:50.046786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fbdcc876-28f6-4418-bf73-cc3245218cbd · outbound

This paper cites Sentimentanalysisoffinancial news and its impact on the stock market, in: 2024 2nd World Confer- ence on Communication & Computing (WCONF), IEEE.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Sentimentanalysisoffinancial news and its impact on the stock market, in: 2024 2nd World Confer- ence on Communication & Computing (WCONF), IEEE

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:49.854602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1271aa95-1fc4-4142-925c-18ba33d208f0 · outbound

This paper cites an unresolved cited work.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:04:49.675338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 650e7833-b80d-408f-b776-5979ac116a0a · outbound

This paper cites MSMF: Multi-Scale Multi-Modal Fusion for Enhanced Stock Market Prediction.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling MSMF: Multi-Scale Multi-Modal Fusion for Enhanced Stock Market Prediction

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:04:47.642420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4c22fedb-cb7f-4c49-bd2e-5ff8d5bb944e · outbound

This paper cites Attention Is All You Need.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Attention Is All You Need

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T18:04:46.478416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6c1843e-4ad2-4049-b33a-568b718ed065 · outbound

This paper cites Market-gan: Adding control to financial market data generation with semantic context, in: Proceedings of the AAAI Conference on Artificial Intelligence, pp.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Market-gan: Adding control to financial market data generation with semantic context, in: Proceedings of the AAAI Conference on Artificial Intelligence, pp

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:49.538269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2a4e63d9-b645-4d8c-a2ff-04f3577692b6 · outbound

This paper cites 3584–3593.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling 3584–3593

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T18:04:46.621466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eeef6209-5a84-475d-9b00-c44fa1b9821d · outbound

This paper cites an unresolved cited work.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:04:49.378553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 32222dbf-4bcd-458f-8ecd-15da5909267e · outbound

This paper cites A large-scale microblog dataset and stock movementpredictionbasedonsupervisedcontrastivelearningmodel.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling A large-scale microblog dataset and stock movementpredictionbasedonsupervisedcontrastivelearningmodel

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:49.162901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 353ab52b-bb7b-433f-82e0-69a65d5b3070 · outbound

This paper cites Financial Time Series Forecasting using CNN and Transformer.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Financial Time Series Forecasting using CNN and Transformer

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:04:47.439412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4e38ec24-1156-46eb-b304-ccc2f31cc7cf · outbound

This paper cites Multimodal sentiment analysis based on fusion methods: A survey.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Multimodal sentiment analysis based on fusion methods: A survey

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:04:48.933085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 399e7025-e26d-4162-a866-ba457e6fd905 · outbound

This paper cites Stock Movement Prediction with Multimodal Stable Fusion via Gated Cross-Attention Mechanism.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling Stock Movement Prediction with Multimodal Stable Fusion via Gated Cross-Attention Mechanism

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:04:47.237136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 19e78fe5-4f7c-4870-a466-0f0742195d67 · outbound

This paper cites A novel deep reinforcement learning based automated stock trading system using cascaded lstm networks.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling A novel deep reinforcement learning based automated stock trading system using cascaded lstm networks

Reference 45

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T18:04:48.741521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 418e4dd8-524e-4d12-8ca0-c2dcaf34560d · outbound

This paper cites URL: https://arxiv.org/abs/2504.13522, arXiv:2504.13522.

From Bias to Behavior: Learning Bull-Bear Market Dynamics with Contrastive Modeling URL: https://arxiv.org/abs/2504.13522, arXiv:2504.13522

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T18:04:46.297856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.