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Roni Itkin, Noam Issachar, Yehonatan Keypur, Yehonatan Keypur, Anpei Chen, Sagie Benaim

GlobalSplat: Efficient Feed-Forward 3D Gaussian Splatting via Global Scene Tokens

GlobalSplat introduces a novel 3D Gaussian Splatting framework that reconstructs scenes using global scene tokens instead of pixel-aligned primitives, achieving competitive rendering with only 16K Gaussians (4MB footprint) and 78ms inference. The approach avoids representation bloat via coarse-to-fine training and global scene awareness. Benchmarked on RealEstate10K and ACID, it is significantly faster and more memory-efficient than dense baselines.See more

4dRoni Itkin, Noam Issachar, Yehonatan Keypur, Yehonatan Keypur, Anpei Chen, Sagie Benaim
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Computational Intelligence

Weekly Review 17 April 2026

Weekly AI roundup curating 22 stories spanning business integration, regulation, and technical failures. Key themes: enterprises spending heavily on AI despite marginal returns (30% of projects pay off), regulators (China, California) tightening safety rules, and persistent reliability concerns (Google AI Overviews wrong 10% of the time, medical AI hallucinates without image input). Widening gap between AI hype and practical business value.See more

3dComputational Intelligence
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Nivetha Purusothaman, Dr. William Cunningham

Agentic AI costs more than you budgeted. Here's why.

Agentic AI deployments often exceed budgets because teams focus on development costs while overlooking operating expenses: token usage, governance, evaluation infrastructure, security, and scaling all compound rapidly. Most enterprises don't model these hidden costs until they're already absorbing them in production. Accurate ROI requires forecasting the full total cost of ownership, not just initial build.See more

6dNivetha Purusothaman, Dr. William Cunningham
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