PairAudit: Guiding Human Review with Graph Tokens under Distribution Shift

arXiv:2610.10260 · cs.LG, cs.CR · Submitted 2026-10-07 · Read on arXiv

cs.LG, cs.CR

Submitted: 2026-10-07

Updated: 2026-10-07

Terminology

• Adam — 5× in this paper · explained in 2 episodes
• Distribution Shift — 3× in this paper · explained in 6 episodes
• Aggregation — 2× in this paper · explained in 1 episode
• Robustness — 2× in this paper · explained in 5 episodes
• Provenance — 1× in this paper · explained in 4 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Pitfalls of Graph Neural Network Evaluation

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: Local-Consistency Optimisation for Bayesian Neural Networks
• Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks