Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:39:29.917650Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2506.03153.
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, observed 2026-08-15T20:39:29.917650Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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
38 of 38 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 31e12479-7284-4b50-9d97-dc17ff0271a5 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction High-performance stock index trading via neural networks and trees
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 918d5e1b-d2f7-47c9-85ab-c5f3f76e8882 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Modeling the momentum spillover effect for stock prediction via attribute-driven graph attention networks
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 60b47baa-6d96-48c0-8184-2231723a9ad4 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction On index investing
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 69fe2e2b-8dcc-4c48-a20b-a5d9753f4785 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Forecasting of stock prices using multi layer perceptron
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e1b88a68-2dc4-499a-946e-d1db256eb389 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Hierarchical multi-scale gaussian transformer for stock movement prediction
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 56b37253-6431-4d2b-9f9f-b18eb98951b3 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Stockmixer: A simple yet strong mlp-based architecture for stock price forecasting
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a1f23cc8-1ee7-4063-b54a-33ab140b2edb · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Stop Regressing: Training Value Functions via Classification for Scalable Deep RL
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a901a5ff-50b8-4f54-9925-6ba42498e1a2 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Deep learning with long short-term memory networks for financial market predictions
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6609f92c-3941-41bb-9491-6c13ed0e5a6d · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Understanding the difficulty of training deep feedforward neural networks
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e087ce0-a1d4-4f92-b227-1c12c29a68a0 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Long short-term memory
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa736705-ddaa-4ec2-86c9-c3264cd1705b · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Delving deep into rectifiers: Surpassing human-level performance on imagenet classification
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0c8bf72-bda3-4c87-8b25-b032c04891ba · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Long short-term memory
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e594008b-e684-4048-b598-3b5c3b0a01d4 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Efficient integration of multi-order dynamics and internal dynamics in stock movement prediction
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 18478701-c8a2-4e4c-bc6f-8012c23e86a3 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction An ensemble of a boosted hybrid of deep learning models and technical analysis for forecasting stock prices
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 67c11e45-5c0e-40d9-8072-4547add46378 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Predicting direction of stock price index movement using artificial neural networks and support vector machines: The sample of the istanbul stock exchange
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation fe3031ae-bfc0-43c5-b88d-ee35a2e8a08a · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Performance of deep learning in prediction of stock market volatility
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 667ae48c-4930-4092-8b51-0497e375d9e5 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Master: Market-guided stock transformer for stock price forecasting
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4b7aa546-fd2f-4f95-a084-b96a24e6dabb · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Forecasting international equity market volatility: A new approach
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 706619f6-b246-4cd7-ad1e-4d4df723fc8c · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Forecasting stock index price using the ceemdan-lstm model
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 47d51a9c-42e5-436c-99ca-02472041fbf6 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Enhanced stock price prediction with optimized ensemble modeling using multi-source heterogeneous data: Integrating lstm attention mechanism and multidimensional gray model
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 04753d4c-cd21-4a0d-856c-efb40f4b9ec3 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Hybridization of arima with learning models for forecasting of stock market time series
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation bf7bc856-c91c-4eb3-bdcc-fb2aed02ba02 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Stock market prediction using machine learning techniques: a decade survey on methodologies, recent developments, and future directions
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4b597dc2-7c44-4997-8ce4-d0e5dacb8c9d · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Application of lstm, gru and ica for stock price prediction
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6ab05c96-5bbc-45c8-9e3b-f316a9bec1f4 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Regression as classification: Influence of task formulation on neural network features
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 44488e12-a332-4a31-b837-d9c21fb08910 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Series decomposition transformer with period-correlation for stock market index prediction
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e8533eb2-4ac2-4414-b462-abe35bdaec5f · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Deep learning for time series forecasting: a survey
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 64a6ed59-cd7d-461e-a2de-1c795e2976c5 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Gomez, ukasz Kaiser, and Illia Polosukhin
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation af268ed1-7062-4b59-8bbf-0b4e99ef324f · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Stock market index prediction based on reservoir computing models
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0d782277-06d3-4273-ae76-ea7d3c6caf6e · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Stock market index prediction using deep transformer model
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 23ed205a-7431-4400-957e-f570ac892d4b · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Adaptive long-short pattern transformer for stock investment selection
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation fbe37ee8-5e65-456d-be1e-f97835c7287e · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction A graph-based approach to multi-source heterogeneous information fusion in stock market
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 653b3b72-6149-443e-9341-90020d9c4e42 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Categorical deep learning for multi-asset portfolio optimization
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5ce5499f-e61d-48ec-8c46-87f04d5f0122 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Relation-aware transformer for portfolio policy learning
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 158bb45e-4ead-4a27-9357-50d2cf1407c7 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction A self-attention-based stock prediction method using long short-term memory network architecture
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 41ad10b0-7f22-433d-9a81-962300140286 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Stock market prediction via multi-source multiple instance learning
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 030c4e10-65ae-4f89-bc34-178a32e9359a · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction A hybrid approach of wavelet transform, arima and lstm model for the share price index futures forecasting
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebdf81b9-ab0b-4367-a3e8-980d6c6b366a · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction Discrete representation strategies for foreign exchange prediction
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 46968a88-d58e-421e-bb12-d6420776be33 · outbound
Why Regression? Binary Encoding Classification Brings Confidence to Stock Market Index Price Prediction write newline
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.