TopoMap: A Feature-based Discriminator of the Topographical Regions in the Test Input Space

arXiv:2509.03242 · cs.LG, cs.SE · Submitted 2025-09-03 · Read on arXiv

cs.LG, cs.SE

Submitted: 2025-09-03

Updated: 2026-10-21

Terminology

• Clustering — 4× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Model-Agnostic — 1× in this paper · explained in 2 episodes
• Testing Deep Learning — 1× in this paper

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