Arya Fayyazi
4 papers · 2025–2026 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(16)
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Research topics
Keywords
conformal prediction
(3)
computer vision
(1)
uncertainty quantification
(1)
question answering
(1)
group fairness
(1)
tool use
(1)
multimodal reasoning
(1)
individual fairness
(1)
distribution-free guarantee
(1)
fairness verification
(1)
neural network repair
(1)
counterexample-guided search
(1)
satisfiability modulo convex
(1)
sensitivity neuron
(1)
neural network
(1)
model repair
(1)
fairness assurance
(1)
counterexample generation
(1)
fairness-aware
(1)
adversarial prompt generator
(1)
Papers
FAIR-SIGHT: Fairness Assurance in Image Recognition via Simultaneous Conformal Thresholding and Dynamic Output Repair
WACV 2026
Proof-of-Perception: Certified Tool-Using Multimodal Reasoning with Compositional Conformal Guarantees
CVPR 2026
Efficient Counterexample-Guided Fairness Verification and Repair of Neural Networks Using Satisfiability Modulo Convex Programming
IJCAI 2025
FACTER: Fairness-Aware Conformal Thresholding and Prompt Engineering for Enabling Fair LLM-Based Recommender Systems
ICML 2025