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#convex-relaxation

Optimization Algorithms for Joint OFDM Waveform Design and RIS Configuration in 6G Networks: From Convex Relaxation to Foundation Models

arXiv cs.AI ↗ · 2026-07-01 Cached

This survey classifies 78 joint OFDM-RIS optimization works into four paradigms, from convex relaxation to foundation models, and identifies open challenges for 6G networks.

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#convex-relaxation

AI-Assisted Discovery of Convex Relaxations via Dual Agents

arXiv cs.AI ↗ · 2026-07-01 Cached

This paper introduces an autoresearch paradigm using LLM agents (coding and theory agents) to discover convex relaxations for sharp-constant inequalities, improving certified lower bounds on two optimization constants.

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#convex-relaxation

DisjunctiveNet: Neural Symbolic Learning via Differentiable Convexified Optimization Layers

arXiv cs.LG ↗ · 2026-06-01 Cached

Introduces DisjunctiveNet, a unified end-to-end framework for enforcing hard, input-dependent mixed integer linear constraints within neural networks via differentiable convexified optimization layers, achieving perfect rule satisfaction on real-world datasets.

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