Verifiers in the Loop: Decoding Time Verification for Code Translation

arXiv:2605.17626 · cs.LG, cs.SE · Submitted 2026-05-17 · Read on arXiv

cs.LG, cs.SE

Submitted: 2026-05-17

Updated: 2026-10-13

Terminology

• Verifier — 6× in this paper · explained in 2 episodes
• Verification — 3× in this paper · explained in 2 episodes
• Decoding Time Verification — 2× in this paper
• Test-time Scaling — 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