Benign Overfitting under Heterogeneous Input Fusion

arXiv:2610.09340 · cs.LG, stat.ML · Submitted 2026-10-07 · Read on arXiv

cs.LG, stat.ML

Submitted: 2026-10-07

Updated: 2026-10-07

Comments: 51 pages, 6 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Trace — 11× in this paper · explained in 2 episodes
• Generalization — 8× in this paper · explained in 13 episodes
• Robustness — 5× in this paper · explained in 6 episodes
• Contrastive Learning — 4× in this paper · explained in 8 episodes
• Alignment — 3× in this paper
• Redundancy — 3× in this paper · explained in 2 episodes
• Ambient Dimension — 2× in this paper
• Benchmark — 2× in this paper · explained in 2 episodes
• Multimodal Learning — 2× in this paper · explained in 2 episodes
• Spectral Geometry — 2× in this paper · explained in 3 episodes
• Abundance — 1× in this paper · explained in 1 episode
• Covariate Shift — 1× in this paper · explained in 3 episodes
• Generalization Bounds — 1× in this paper · explained in 2 episodes
• Loss Function — 1× in this paper · explained in 2 episodes
• Phase Transitions — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Representation Learning — 1× in this paper · explained in 3 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

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