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@@ -5,8 +5,6 @@ license: apache-2.0
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  task_categories:
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  - image-classification
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  - image-to-text
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- - computer-vision
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- - table-regression
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  - tabular-classification
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  tags:
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  - mathematics
@@ -28,18 +26,38 @@ size_categories:
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  The BSD conjecture dataset concerns the Birch and Swinnerton-Dyer (BSD) Conjecture, a Millennium Prize problem in number
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  theory. It typically contains numerical data on elliptic curves, such as coefficients, ranks, and L-function values, relevant for
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- computational verification or machine learning applications in arithmetic geometry. The Birch and Swinnerton-Dyer (BSD) Conjecture
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- Dataset is a collection of computational data relating to elliptic curves and their associated L-functions. This dataset is designed
 
 
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  to support machine learning research in arithmetic geometry, specifically for predicting properties like the rank of an elliptic
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- curve from its analytic invariants.Dataset SummaryThe Birch and Swinnerton-Dyer conjecture is a Millennium Prize Problem that
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- connects the algebraic rank of an elliptic curve to the behavior of its L-function at a critical point. This dataset provides the
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- necessary numerical features (coefficients, conductors, and L-values) to explore these relationships empirically.Supported TasksRank
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- Regression: Predict the algebraic rank of an elliptic curve as a continuous or integer value based on analytic data.Analytic Rank
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- Classification: Classify curves into rank categories (e.g., Rank 0 vs. Rank 1).Feature Exploration: Study the correlation between
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- coefficients \(a_{1},a_{2},\dots \) and the curve's global invariants.Dataset StructureThe data is typically provided in a tabular
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- format (CSV or Parquet).
 
 
 
 
 
 
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- Common columns include:
 
 
 
 
 
 
 
 
 
 
 
 
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  curve_id:
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@@ -55,7 +73,6 @@ The conductor \(N\) of the curve.rank:
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  The algebraic rank (target variable).l_value: The value or derivative of the L-function at \(s=1\).
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-
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  If you use this dataset in your research, please cite the original repository:
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  bibtex@misc{bsd_conjecture_dataset,
 
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  task_categories:
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  - image-classification
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  - image-to-text
 
 
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  - tabular-classification
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  tags:
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  - mathematics
 
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  The BSD conjecture dataset concerns the Birch and Swinnerton-Dyer (BSD) Conjecture, a Millennium Prize problem in number
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  theory. It typically contains numerical data on elliptic curves, such as coefficients, ranks, and L-function values, relevant for
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+ computational verification or machine learning applications in arithmetic geometry.
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+
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+
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+ This Dataset is a collection of computational data relating to elliptic curves and their associated L-functions. The dataset is designed
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  to support machine learning research in arithmetic geometry, specifically for predicting properties like the rank of an elliptic
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+ curve from its analytic invariants.
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+
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+ ## Dataset Summary
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+
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+ The Birch and Swinnerton-Dyer conjecture is a Millennium Prize Problem that connects the algebraic rank of an elliptic curve to
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+ the behavior of its L-function at a critical point.
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+
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+ This dataset provides the necessary numerical features (coefficients, conductors, and L-values) to explore these relationships
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+ empirically.
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+
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+ ## Supported Tasks Rank Regression:
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+
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+ Predict the algebraic rank of an elliptic curve as a continuous or integer value based on analytic data.
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+ ## Analytic Rank Classification:
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+
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+ Classify curves into rank categories (e.g., Rank 0 vs. Rank 1).
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+
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+ ## Feature Exploration:
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+
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+ Study the correlation between coefficients \(a_{1},a_{2},\dots \) and the curve's global invariants.
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+
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+ ## Dataset Structure
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+
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+ The data is typically provided in a tabular format (CSV or Parquet).
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+
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+ ## Common columns include:
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  curve_id:
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  The algebraic rank (target variable).l_value: The value or derivative of the L-function at \(s=1\).
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  If you use this dataset in your research, please cite the original repository:
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  bibtex@misc{bsd_conjecture_dataset,