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Paper Citation Record · LEDGER

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100

As of 21 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 2 inbound Pith citation observations for arXiv:2506.06345.

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

pith.paper-citation-record.v1
2506.06345 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:56:59.515167Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-20T22:48:49.322744Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T22:49:10.302477Z

Reference resolution

36 of 36 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 340caa52-307b-4d42-ab93-08852fc3a202 · outbound

This paper cites Price prediction of the borsa istanbul banks index with traditional methods and artificial neural networks.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Price prediction of the borsa istanbul banks index with traditional methods and artificial neural networks

Reference 1

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Observation e8599c2f-413b-47d7-ab61-13d150dad59a · outbound

This paper cites Makine öğrenmesi ve derin öğrenme algoritmalarını kullanarak hisse senedi fiyat tahmini.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Makine öğrenmesi ve derin öğrenme algoritmalarını kullanarak hisse senedi fiyat tahmini

Reference 2

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Observation a2ce0a0b-82a9-483a-8d89-b21f5729e4bc · outbound

This paper cites Impact of Financial Literacy on Investment Decisions and Stock Market Participation using Extreme Learning Machines.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Impact of Financial Literacy on Investment Decisions and Stock Market Participation using Extreme Learning Machines

Reference 3

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Observation d3f842f5-10bf-4e3d-bfb0-7cbbd5b31414 · outbound

This paper cites The Impact of Artificial Intelligence on the Banking and Financial Sector’s Strategic Decision-Making.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 The Impact of Artificial Intelligence on the Banking and Financial Sector’s Strategic Decision-Making

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 140533bb-25c7-45a9-98d3-0ce52aef9196 · outbound

This paper cites Towards Responsible AI in Banking: Addressing Bias for Fair Decision-Making.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Towards Responsible AI in Banking: Addressing Bias for Fair Decision-Making

Reference 5

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Source-reported events for the cited work

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Observation 1c0d33bb-2c92-40da-8d57-a86d1169a08b · outbound

This paper cites Explainable artificial in - telligence (xai) in finance: a systematic literature review.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Explainable artificial in - telligence (xai) in finance: a systematic literature review

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation a87bd758-7a5a-49d1-8d33-d5d9cc5384c3 · outbound

This paper cites The role of artificial intelligence in financial analysis and forecasting: Using data and algorithms.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 The role of artificial intelligence in financial analysis and forecasting: Using data and algorithms

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation a3508c94-d0b2-4343-9f81-9b1d8f0c9823 · outbound

This paper cites Enhancing financial literacy in south korea: Integrating ai and data visualization to understand financial instruments’ interdependencies.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Enhancing financial literacy in south korea: Integrating ai and data visualization to understand financial instruments’ interdependencies

Reference 8

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Observation 82609562-4a45-48d1-822b-1053b683d65f · outbound

This paper cites It meets finance: financial decision- making in the digital era, in: Handbook of financial decision making.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 It meets finance: financial decision- making in the digital era, in: Handbook of financial decision making

Reference 9

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Observation 216b9dc4-8a9a-43c6-a505-ff3d9a0fb5f0 · outbound

This paper cites Analysis of temporal pat- tern, causal interaction and predictive modeling of financial markets using nonlinear dynamics, econometric models and machine learning algorithms.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Analysis of temporal pat- tern, causal interaction and predictive modeling of financial markets using nonlinear dynamics, econometric models and machine learning algorithms

Reference 10

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Source-reported events for the cited work

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Observation affbae96-956a-47b8-9e02-ea7c42b2cb01 · outbound

This paper cites Hisse senedi fiyat tahmininde makine öğrenmesi ve yapay zeka kullanimi.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Hisse senedi fiyat tahmininde makine öğrenmesi ve yapay zeka kullanimi

Reference 11

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verified fuzzy
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Source-reported events for the cited work

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Observation 47c0e66f-c84d-4ab0-8b9c-3db65b2a66f1 · outbound

This paper cites Big data – enabled sign prediction for borsa istanbul intraday equity prices.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Big data – enabled sign prediction for borsa istanbul intraday equity prices

Reference 12

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Source-reported events for the cited work

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Observation 966767b5-9115-4dc8-9949-525121bc7ea3 · outbound

This paper cites Modeling long-and short-term temporal patterns with deep neural networks, in: The 41st international ACM SIGIR conference on research & development in information retrieval, pp.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Modeling long-and short-term temporal patterns with deep neural networks, in: The 41st international ACM SIGIR conference on research & development in information retrieval, pp

Reference 13

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Source-reported events for the cited work

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Observation 2757d2b5-db14-486c-97a3-091ddbf04ca7 · outbound

This paper cites Global stock market prediction based on stock chart images using deep q-network.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Global stock market prediction based on stock chart images using deep q-network

Reference 14

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Source-reported events for the cited work

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Observation 2e9eec72-669c-4d37-a58c-1702d6feb0e7 · outbound

This paper cites A portfolio recommenda- tion system based on machine learning and big data analytics.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 A portfolio recommenda- tion system based on machine learning and big data analytics

Reference 15

Resolution
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Source-reported events for the cited work

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Observation c00204ed-ec8d-432e-8985-d853e3011052 · outbound

This paper cites A unified approach to interpreting model predictions.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 A unified approach to interpreting model predictions

Reference 16

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Source-reported events for the cited work

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Observation 32585b4e-3229-4a55-8487-966ecebca615 · outbound

This paper cites Application of machine learning and data analysis in enhancing financial literacy.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Application of machine learning and data analysis in enhancing financial literacy

Reference 17

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Source-reported events for the cited work

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Observation 5ba82c8b-26df-4381-adfb-d27f08f143ef · outbound

This paper cites Stock market prediction using deep learning algorithms.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Stock market prediction using deep learning algorithms

Reference 18

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Source-reported events for the cited work

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Observation 3476a8e8-3fc1-4abf-ae5a-24ff5acb653f · outbound

This paper cites Ai in financial sector –a driver to financial literacy.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Ai in financial sector –a driver to financial literacy

Reference 19

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Source-reported events for the cited work

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Observation 0cda8883-7f80-49e1-b2c7-11ad55f072c1 · outbound

This paper cites Financial attitude and investment decision making-moderating role of financial literacy.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Financial attitude and investment decision making-moderating role of financial literacy

Reference 20

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Source-reported events for the cited work

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Observation e0f755a7-e0b8-4080-8d53-be72a2be3a47 · outbound

This paper cites Ethical implication of artificial intelligence (ai) adoption in financial decision making.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Ethical implication of artificial intelligence (ai) adoption in financial decision making

Reference 21

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Source-reported events for the cited work

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Observation ab0b679f-1028-44fe-8646-a495e5bf55f7 · outbound

This paper cites Effect of artificial intelligence (ai) on financial decision -making: Mediating role of financial technologies (fin -tech).

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Effect of artificial intelligence (ai) on financial decision -making: Mediating role of financial technologies (fin -tech)

Reference 22

Resolution
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Source-reported events for the cited work

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Observation 16d8271c-90db-4012-99be-0b9215c1e586 · outbound

This paper cites Devel- opment of financial literacy through a self-advising stock investment model: an integration of machine learning and business intelligence tools to guide novice investors.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Devel- opment of financial literacy through a self-advising stock investment model: an integration of machine learning and business intelligence tools to guide novice investors

Reference 23

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Source-reported events for the cited work

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Observation 63b14bd3-35d7-4151-aee0-f0cdc0fee855 · outbound

This paper cites Stock market prediction using machine learning.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Stock market prediction using machine learning

Reference 24

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation ca6bac1f-89d1-4564-8bcf-ef25ada6e215 · outbound

This paper cites why should i trust you?.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 why should i trust you?

Reference 25

Resolution
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Source-reported events for the cited work

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Observation 472805f6-b6fc-4225-b951-8cd27aeeca69 · outbound

This paper cites Derin öğrenme yöntemleri ile borsada fiyat tahmini.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Derin öğrenme yöntemleri ile borsada fiyat tahmini

Reference 26

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 5aeb6c7c-3ad4-4193-969f-fe4f54488190 · outbound

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Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Unresolved cited work

Reference 27

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Source-reported events for the cited work

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Observation ae693f72-ad2f-4aa2-a8ab-0dab2b234071 · outbound

This paper cites Attention is all you need.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Attention is all you need

Reference 28

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f986efc4-07ac-4bf5-8d2e-75c618d52ed3 · outbound

This paper cites Stock closing price prediction using machine learning techniques.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Stock closing price prediction using machine learning techniques

Reference 29

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 8a56d32a-548e-4745-835c-a8592434f0e0 · outbound

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Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Unresolved cited work

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 18b0d68d-1fa1-48db-b40b-d0bb386c8c27 · outbound

This paper cites Applications of explainable artificial intelligence in finance —a systematic review of finance, information systems, and computer science literature.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Applications of explainable artificial intelligence in finance —a systematic review of finance, information systems, and computer science literature

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 77e8940e-3ee5-4ae5-be0c-1e618d746b78 · outbound

This paper cites Is GPT4 a Good Trader?.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Is GPT4 a Good Trader?

Reference 32

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 74860247-894c-4b67-b307-349bade4f898 · outbound

This paper cites Davranişsal finans ve kamuyu aydin - latma perspektifinde şirketlere ilişkin bildirimler ve haberler: Liter - atür değerlendirmesi.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Davranişsal finans ve kamuyu aydin - latma perspektifinde şirketlere ilişkin bildirimler ve haberler: Liter - atür değerlendirmesi

Reference 33

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation b951adfa-f662-44a8-bbd3-9e69d9a4cf88 · outbound

This paper cites Are transformers effective for time series forecasting?, in: Proceedings of the AAAI conference on artificial intelligence, pp.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Are transformers effective for time series forecasting?, in: Proceedings of the AAAI conference on artificial intelligence, pp

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:56:59.787346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 7b69f702-e661-453b-b685-430f9a26d8d4 · outbound

This paper cites an unresolved cited work.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:56:59.775126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 2c2cc6cf-bed2-48e3-a98e-02bfa7d816db · outbound

This paper cites 2114–2124.

Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 2114–2124

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:56:59.762807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Pith citing papers

Observation c51dedbf-803a-4f7e-8c5a-45066806624d · inbound

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning cites this paper.

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:01:25.335658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation aedcc9c0-9497-45a5-8a2e-eff9523bc424 · inbound

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning cites this paper.

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-20T22:49:10.305006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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