AirfoilGen generates valid airfoils with explicit control over aerodynamic performance using a novel circle-sweeping representation and a transformer-encoded conditional latent diffusion model.
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3 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 3verdicts
UNVERDICTED 3representative citing papers
FICBO pretrains a feedback-aware transformer with a structured prior on feedback distortion to adaptively exploit or ignore unreliable auxiliary signals during in-context black-box optimization.
Multi-agent LLM system applies set-based design and Conditional Value-at-Risk to explore and risk-filter airfoil designs with human manager coordination.
citing papers explorer
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AirfoilGen: A valid-by-construction and performance-aware latent diffusion model for airfoil generation
AirfoilGen generates valid airfoils with explicit control over aerodynamic performance using a novel circle-sweeping representation and a transformer-encoded conditional latent diffusion model.
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In-Context Black-Box Optimization with Unreliable Feedback
FICBO pretrains a feedback-aware transformer with a structured prior on feedback distortion to adaptively exploit or ignore unreliable auxiliary signals during in-context black-box optimization.
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Agentic Risk-Aware Set-Based Engineering Design
Multi-agent LLM system applies set-based design and Conditional Value-at-Risk to explore and risk-filter airfoil designs with human manager coordination.