🏢 University of Birmingham
No Free Lunch Theorem and Black-Box Complexity Analysis for Adversarial Optimisation
·532 words·3 mins·
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AI Generated
AI Theory
Optimization
🏢 University of Birmingham
No free lunch for adversarial optimization: This paper proves that no single algorithm universally outperforms others when finding Nash Equilibrium, introducing black-box complexity analysis to estab…
Neural Model Checking
·2039 words·10 mins·
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AI Theory
Safety
🏢 University of Birmingham
Neural networks revolutionize hardware model checking by generating formal proof certificates, outperforming state-of-the-art techniques in speed and scalability.
Adaptive Layer Sparsity for Large Language Models via Activation Correlation Assessment
·2979 words·14 mins·
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Natural Language Processing
Large Language Models
🏢 University of Birmingham
Adaptive Layer Sparsity (ALS) revolutionizes large language model (LLM) compression by intelligently pruning less important layers, achieving significant size reduction without performance loss. It o…