Model-Based Reasoning in Neurosymbolic Programming for Science
Explore model-based reasoning techniques and their applications in neurosymbolic programming for scientific problem-solving.
Neurosymbolic Programming - An Emerging Subarea of AI
Explore neurosymbolic programming's fusion of deep learning and program synthesis, discovering how it enhances AI robustness, interpretability, and efficiency through symbolic and neural approaches.
Scallop: A Language for Neurosymbolic Programming
Explore Scallop, a language combining deep learning and logical reasoning for efficient neurosymbolic programming. Learn its key features and applications in diverse AI tasks.
Moving Beyond the First Portrait of Our Milky Way's Black Hole by Leveraging Underlying Structure
Explore computational imaging techniques used to capture black hole images and leverage data structure to extract evolving details of the Milky Way's supermassive black hole.
AI for Scientists: Accelerating Discovery through Knowledge, Data and Learning
Explore AI-driven scientific discovery, integrating machine learning with expert knowledge to automate data analysis and accelerate research across diverse domains.
Data-Efficient Graph Grammar Learning for Molecular Generation
Explore data-efficient neurosymbolic generative models for molecular generation using learnable graph grammars, optimized for small datasets and physically synthesizable molecules.
Programming with Neural Surrogates of Programs
Explore neural surrogates for program optimization, including case studies on CPU simulators and techniques like the Renamer and Turaco for constructing efficient program surrogates.
Understanding the Visual World Through Naturally Supervised Code
Explore symbolic structure inference from visual data using neuro-symbolic methods. Learn to leverage natural supervision for discovering repetitive patterns, object intrinsics, and grounded visual concepts.
Probabilistic Programming Tutorial - Part 1
Explore probabilistic programming fundamentals and applications with MIT expert Vikash Mansinghka in this comprehensive tutorial.
DLSS 5 - Нейрослоп или революция? | Стрим, общение
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