SURF: Steering the Scalarization Weight to Uniformly Traverse the Pareto Front

arXiv:2605.20619 · cs.LG, math.OC, stat.ML · Submitted 2026-05-20 · Read on arXiv

cs.LG, math.OC, stat.ML

Submitted: 2026-05-20

Updated: 2026-10-09

Terminology

• Alignment — 1× in this paper · explained in 1 episode
• Multi-objective Optimization — 1× in this paper · explained in 4 episodes
• Steering — 1× in this paper · explained in 2 episodes
• Trace — 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: Local-Consistency Optimisation for Bayesian Neural Networks
• Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks