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Shyamal Suhana Chandra
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Extensively expand research paper on MRF Compiler
- Expand from 13 to 23 pages with comprehensive content - Add detailed theoretical background on PGMs, Bayesian Networks, and MRFs - Include extensive CPT (Conditional Probability Table) documentation - Add detailed mathematical derivations for Ising encoding - Expand graph moralization section with theoretical justification - Add comprehensive clique finding discussion with complexity analysis - Include detailed examples with Bayesian networks and CPTs - Add extensive performance analysis with benchmarks and tables - Expand results section with correctness verification methods - Add applications and use cases section - Include comparison with alternative approaches - Expand future work with detailed roadmap - Add 20+ additional academic references - Enhance conclusion with impact and significance discussion - All sections significantly expanded with more depth and detail
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