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Mehul Motani

National University of Singapore, Singapore

17 papers at tracked venues · 6 at CORE A* · active 2024–2026

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Venues

GECCO ×9ICML ×3AAAI ×2AISTATS ×2SIGKDD ×1

Frequent coauthors

Kei Sen Fong
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Yunze Leng
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Juncheng Zhao
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Soumyadeep Dhar
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Jiaming Shi
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Rohan Ghosh
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Shelvia Wongso
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Papers

  1. Evolutionary Identification of Scientific Equations Using Language-Model-Guided Symbolic Regression
    GECCO 2026 ·
    Juncheng Zhao
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  2. Generalization Analysis of Symbolic Regression Algorithms via Stability Theory
    GECCO 2026 ·
    Kei Sen Fong
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  3. Hot off the Press: FEAT-KD: Learning Concise Representations for Single and Multi-Target Regression via TabNet Knowledge Distillation
    GECCO 2026 ·
    Kei Sen Fong
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  4. Hot off the Press: Pareto-Optimal Fronts for Benchmarking Symbolic Regression Algorithms
    GECCO 2026 ·
    Kei Sen Fong
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  5. Tab-PET: Graph-Based Positional Encodings for Tabular Transformers
    AAAI 2026 ·
    Yunze Leng
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  6. Teaching the Teacher: The Role of Teacher-Student Smoothness Alignment in Genetic Programming-based Symbolic Distillation
    GECCO 2026 ·
    Soumyadeep Dhar
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  7. Analysis of Memory-Runtime Trade-offs in Caching Strategies for Genetic Programming Symbolic Regression
    GECCO 2025 ·
    Jiaming Shi
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  8. Discovering Shared Function Structures with Adaptable Parameters for Multi-Level Modeling via Symbolic Regression
    GECCO 2025 ·
    Kei Sen Fong
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  9. FEAT-KD: Learning Concise Representations for Single and Multi-Target Regression via TabNet Knowledge Distillation
    ICML 2025 ·
    Kei Sen Fong
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  10. Mutual Information-Based Evolutionary Feature Construction via Minimizing Redundancy and Maximizing Relevance
    GECCO 2025 ·
    Yunze Leng
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  11. Ordered V-information Growth: A Fresh Perspective on Shared Information
    AISTATS 2025 ·
    Rohan Ghosh
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  12. POVE: A Preoptimized Vault of Expressions for Symbolic Regression Research and Benchmarking
    SIGKDD 2025 ·
    Kei Sen Fong
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  13. Pareto-Optimal Fronts for Benchmarking Symbolic Regression Algorithms
    ICML 2025 ·
    Kei Sen Fong
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  14. Pointwise Information Measures as Confidence Estimators in Deep Neural Networks: A Comparative Study
    ICML 2025 ·
    Shelvia Wongso
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  15. SLIME: Supralocal Interpretable Model-Agnostic Explanations via Evolved Equation-Based Surrogates
    GECCO 2025 ·
    Kei Sen Fong
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  16. Multi-Level Symbolic Regression: Function Structure Learning for Multi-Level Data
    AISTATS 2024 ·
    Kei Sen Fong
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  17. Symbolic Regression Enhanced Decision Trees for Classification Tasks
    AAAI 2024 ·
    Kei Sen Fong
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