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MathAI 2026 Conference Submissions

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Categorical Foundations for Deep Learning: Functorial Backpropagation and Natural Gradient Descent
Mysore supreeth, Manish Mehta
- 07 Mar 2026 (modified: 15 Mar 2026)
- Submitted to 2026
- Readers: Everyone
Mathematics of Foundation Models: A Unified Approximation-Theoretic Framework
Mysore supreeth, Manish Mehta
- 07 Mar 2026 (modified: 15 Mar 2026)
- Submitted to 2026
- Readers: Everyone
Optimal Adaptive Difficulty Calibration via Contextual Bandits with Information-Theoretic Regret Bounds
MathAI 2026 Conference Submission156 Authors
- 07 Mar 2026 (modified: 07 Mar 2026)
- MathAI 2026 Conference Submission
- Readers: Everyone
E(3)-Equivariant Neural Fields with Lie Algebra Constraints: Group-Theoretic Implicit Representations for 3D Vision
Mysore supreeth
- 07 Mar 2026 (modified: 15 Mar 2026)
- Submitted to 2026
- Readers: Everyone
Causal Shapley Values via Bayesian Structure Learning: Provably Faithful Explanations for Black-Box Models
Mysore supreeth, Manish Mehta
- 07 Mar 2026 (modified: 15 Mar 2026)
- Submitted to 2026
- Readers: Everyone
Sharp Approximation Rates for Neural Operators on Sobolev Spaces: Bridging the Gap Between Theory and Practice
Mysore supreeth
- 07 Mar 2026 (modified: 15 Mar 2026)
- Submitted to 2026
- Readers: Everyone
Hyperbolic Variational Autoencoders for Phylogenetic Latent Spaces: Geometric Priors for Evolutionary Sequence Modeling
Mysore supreeth
- 07 Mar 2026 (modified: 15 Mar 2026)
- Submitted to 2026
- Readers: Everyone
Neural Stochastic Differential Equations for Model-Free Option Hedging: Convergence, Calibration, and Risk Bounds
Mysore supreeth, Manish Mehta
- 07 Mar 2026 (modified: 15 Mar 2026)
- Submitted to 2026
- Readers: Everyone
Spectral Graph Wavelets Meet Message Passing: Convergence Rates and Expressive Power of Multi-Resolution GNNs
Mysore supreeth, Manish Mehta
- 07 Mar 2026 (modified: 15 Mar 2026)
- Submitted to 2026
- Readers: Everyone
Bayesian Neural Ordinary Differential Equations for Uncertainty-Aware Pharmacokinetic Modeling: Theory, Calibration, and Clinical Validation
MathAI 2026 Conference Submission149 Authors
- 07 Mar 2026 (modified: 07 Mar 2026)
- MathAI 2026 Conference Submission
- Readers: Everyone
Topological Complexity of Reasoning Chains in Large Language Models: Persistent Homology of Attention Manifolds
MathAI 2026 Conference Submission148 Authors
- 07 Mar 2026 (modified: 07 Mar 2026)
- MathAI 2026 Conference Submission
- Readers: Everyone
Riemannian Information Geometry of Variational Autoencoder Latent Spaces: Curvature, Geodesics, and Posterior Collapse Prevention
MathAI 2026 Conference Submission147 Authors
- 07 Mar 2026 (modified: 07 Mar 2026)
- MathAI 2026 Conference Submission
- Readers: Everyone
Certified Neural PDE Solvers: Constructive Verification of Physics-Informed Networks via Dependent Type Theory
MathAI 2026 Conference Submission146 Authors
- 07 Mar 2026 (modified: 07 Mar 2026)
- MathAI 2026 Conference Submission
- Readers: Everyone
Mean-Field Game Equilibria in Score-Based Diffusion Models: Convergence Rates, Nash Stability, and Adversarial Robustness
MathAI 2026 Conference Submission145 Authors
- 07 Mar 2026 (modified: 07 Mar 2026)
- MathAI 2026 Conference Submission
- Readers: Everyone
Spectral-Topological Phase Transitions in Bayesian Neural Networks: Persistent Homology Meets Uncertainty Quantification
Mysore supreeth
- 07 Mar 2026 (modified: 15 Mar 2026)
- Submitted to 2026
- Readers: Everyone
Improving Fairness in AI-Powered Recruitment: An Interpretable Resume Screening System
Natalia A. Agapova, Rustam A. Lukmanov
- Published: 15 Mar 2026, Last Modified: 20 Mar 2026
- 2026 Oral
- Readers: Everyone
ESTIMATING IMPORTANCE OF HIGHLY CORRELATED FEATURES USING MATRIX DECOMPOSITION
Alexander S. Minkin
- Published: 15 Mar 2026, Last Modified: 15 Mar 2026
- 2026 Oral
- Readers: Everyone
Multimodal Clustering of Students Using Social Media Profiles to Analyze Academic Performance
Sergei Gorshkov
- Published: 15 Mar 2026, Last Modified: 15 Mar 2026
- 2026 Oral
- Readers: Everyone
Towards Adaptive Video Stabilization: A Robustness Benchmark of IMU Predictors for Cascaded Routing
Ilya Afanasyev
- Published: 15 Mar 2026, Last Modified: 15 Mar 2026
- 2026 Oral
- Readers: Everyone
Semantic Modeling for World-Centered Architectures
Andrei Mantsivoda, Daria Gavrilina
- Published: 15 Mar 2026, Last Modified: 23 Mar 2026
- 2026 Oral
- Readers: Everyone
Methodology For The Comprehensive Study Of A Multidimensional Statistical Sample In The Diagnosis Of Spinal Diseases
MathAI 2026 Conference Submission138 Authors
- 28 Feb 2026 (modified: 01 Mar 2026)
- MathAI 2026 Conference Submission
- Readers: Everyone
Identification of Localized Pollution Sources in a Two-Dimensional Diffusion--Reaction Equation via the Conjugate Gradient Method with Iterative Regularization
Konstantin Pronin, Olga Krivorotko
- Published: 15 Mar 2026, Last Modified: 15 Mar 2026
- 2026 Oral
- Readers: Everyone
Regularized physics-informed neural networks for numerical solving of inverse problems in dynamical systems
Shcherbina Yakov, Olga Krivorotko, Neverov Andrei
- Published: 15 Mar 2026, Last Modified: 15 Mar 2026
- 2026 Oral
- Readers: Everyone
LURE: Latent Utility Reward Erosion as a Bayesian Signaling Game in Multi-Step Agent Interactions
Kabir Murjani, Parth Vyas
- Published: 15 Mar 2026, Last Modified: 24 Mar 2026
- 2026 Oral
- Readers: Everyone
Polynomial-Time Fraisse Limits via Fixed Point Theorems: From Model Theory to Trustworthy AI
Andrey Nechesov, Vadim Puzarenko
- Published: 15 Mar 2026, Last Modified: 16 Mar 2026
- 2026 Oral
- Readers: Everyone

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