DePICT: Decision-Preserving Interface for Constrained Downstream Tasks

arXiv:2610.03945 · cs.LG · Submitted 2026-10-02 · Read on arXiv

cs.LG

Submitted: 2026-10-02

Updated: 2026-10-06

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

Terminology

• Downstream Tasks — 1× in this paper · explained in 2 episodes

Sources

• What Data Enables Optimal Decisions? An Exact Characterization for Linear Optimization
• Solver-Free Decision-Focused Learning for Linear Optimization Problems
• On Differentiating Parameterized Argmin and Argmax Problems with Application to Bi-level Optimization
• Embodied Foundation Models at the Edge: A Survey of Deployment Constraints and Mitigation Strategies
• Mastering Diverse Domains through World Models
• Feasibility-Aware Decision-Focused Learning for Predicting Parameters in the Constraints
• CatRAG: Functor-Guided Structural Debiasing with Retrieval Augmentation for Fair LLMs
• G-Drift MIA: Membership Inference via Gradient-Induced Feature Drift in LLMs
• Listening with Attention: Entropy-Guided Explainability for Transformer-Based Audio Models
• PERSA: Reinforcement Learning for Professor-Style Personalized Feedback with LLMs
• RAZOR: Ratio-Aware Layer Editing for Targeted Unlearning in Vision Transformers and Diffusion Models
• Position: LLMs Must Use Functor-Based and RAG-Driven Bias Mitigation for Fairness

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