MBZUAI is hosting a talk by Professor Eric Xing on the challenges of moving from performance-oriented AI to production and industrial AI. The talk will cover theoretical foundations for panoramic learning, compositional strategies for building Pan-ML programs, optimization methods for tuning systems, and systems frameworks for scaling ML production. Professor Xing was previously a professor at Carnegie Mellon University and the founder of Petuum Inc. Why it matters: Bridging the gap between academic AI and real-world industrial applications is critical for unlocking the economic potential of AI in the UAE and beyond.
MBZUAI Assistant Professor Qirong Ho is researching AI operating systems to standardize algorithms and enable non-experts to create AI applications reliably. He emphasizes that countries mastering mass production of AI systems will benefit most from the Fourth Industrial Revolution. Ho is co-founder and CTO at Petuum Inc., an AI startup creating standardized building blocks for affordable and scalable AI production. Why it matters: This research aims to democratize AI development and promote widespread adoption across industries in the UAE and beyond.
MBZUAI Associate Professor Martin Takáč is working on high-performance computing and machine learning with applications in logistics, supply chain management, and other areas. His research focuses on using AI to improve precision and efficiency in tasks like predicting demand and optimizing delivery routes. Takáč's interests include imitative learning, predictive modeling, and reinforcement learning to enable AI to mimic human behavior and predict future outcomes. Why it matters: This research contributes to the development of more efficient and reliable AI systems that can be applied to a wide range of industries in the UAE and beyond.
The Inception Institute of Artificial Intelligence (IIAI) highlighted the critical role of artificial intelligence in advancing the United Arab Emirates' industrial competitiveness. The institute emphasized AI's potential to drive innovation, optimize operations, and enhance productivity across various industrial sectors. This aligns with the UAE's strategic vision to diversify its economy and integrate advanced technologies. Why it matters: This statement underscores the UAE's proactive approach to leveraging AI as a core pillar for future economic growth and global industrial standing.
A new benchmark, LongShOTBench, is introduced for evaluating multimodal reasoning and tool use in long videos, featuring open-ended questions and diagnostic rubrics. The benchmark addresses the limitations of existing datasets by combining temporal length and multimodal richness, using human-validated samples. LongShOTAgent, an agentic system, is also presented for analyzing long videos, with both the benchmark and agent demonstrating the challenges faced by state-of-the-art MLLMs.