Cardinality-Stratified Interaction Decomposition for Interpretable Pairwise and Higher-Order Structure in Transactional Basket Data
cs.LG
Submitted: 2026-09-28
Updated: 2026-09-28
Code: https://github.com/kavvase/csid
Sources
- Inverse statistical problems: from the inverse Ising problem to data science
- Networks beyond pairwise interactions: structure and dynamics
- The physics of higher-order interactions in complex systems
- Identifying maximal sets of significantly interacting nodes in higher-order networks
- A statistical perspective on higher-order interactions modeling
- Inferring Higher-Order Couplings with Neural Networks
- Bayesian Inference of Minimally Complex Models with Interactions of Arbitrary Order
- Modeling Discrete Data with High-Order Vector Potts Models
- Estimation in Tensor Ising Models
Related papers
- Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
- AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
- Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
- Convergence issues in Relational Concept Analysis based on AOC-posets
- Beliefs Beyond Posteriors: The Predictive Cost of ELBO Binding
- Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks