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🏢 Technion - Israel Institute of Technology

Unsupervised Discovery of Formulas for Mathematical Constants
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AI Generated Machine Learning Unsupervised Learning 🏢 Technion - Israel Institute of Technology
AI automates mathematical constant formula discovery by analyzing convergence dynamics, revealing known and novel formulas for π, ln(2), and other constants.
Semantics and Spatiality of Emergent Communication
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AI Generated Natural Language Processing Emergent Communication 🏢 Technion - Israel Institute of Technology
Emergent communication protocols are surprisingly inconsistent; this paper proves reconstruction-based objectives yield semantically consistent protocols, unlike discrimination-based ones, highlightin…
Incentivizing Quality Text Generation via Statistical Contracts
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Natural Language Processing Text Generation 🏢 Technion - Israel Institute of Technology
Cost-robust contracts, inspired by statistical hypothesis tests, incentivize quality in LLM text generation, overcoming the moral hazard of pay-per-token models.
Image-aware Evaluation of Generated Medical Reports
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Natural Language Processing Text Summarization 🏢 Technion - Israel Institute of Technology
VLScore: a novel image-aware metric revolutionizes medical report evaluation by jointly assessing textual and visual similarities, significantly improving alignment with radiologist assessments.
Classification Diffusion Models: Revitalizing Density Ratio Estimation
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Computer Vision Image Generation 🏢 Technion - Israel Institute of Technology
Classification Diffusion Models (CDMs) revolutionize density ratio estimation by integrating the strengths of diffusion models and classifiers, achieving state-of-the-art image generation and likeliho…
A Flexible, Equivariant Framework for Subgraph GNNs via Graph Products and Graph Coarsening
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AI Generated Machine Learning Deep Learning 🏢 Technion - Israel Institute of Technology
Flexible Subgraph GNNs, achieving scalability via graph products and coarsening, consistently outperform baselines and adapt to varying subgraph numbers.