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FAID: Fine-Grained AI-Generated Text Detection Using Multi-Task Auxiliary and Multi-Level Contrastive Learning

arXiv ·

MBZUAI researchers introduce FAID, a fine-grained AI-generated text detection framework capable of classifying text as human-written, LLM-generated, or collaboratively written. FAID utilizes multi-level contrastive learning and multi-task auxiliary classification to capture authorship and model-specific characteristics, and can identify the underlying LLM family. The framework outperforms existing baselines, especially in generalizing to unseen domains and new LLMs, and includes a multilingual, multi-domain dataset called FAIDSet.

Taking salt out of the water equation

KAUST ·

KAUST researchers have developed an ultrathin polymer-based membrane for water desalination with high water flux and salt rejection. The membrane utilizes two-dimensional porous carbonaceous materials with subnanometer-sized molecular transport channels. The membrane outperformed existing desalination systems using carbon nanotubes and graphene in forward and reverse osmosis. Why it matters: This innovation offers a promising alternative for efficient and cost-effective desalination, addressing critical water scarcity challenges in the region and beyond.

Forecasting hospitalizations with AI

MBZUAI ·

MBZUAI Professor Agathe Guilloux developed the SigLasso model to forecast hospitalizations using real-time data from Google and Météo France during the COVID-19 pandemic. The model integrates mobility data and weather patterns to predict hospitalization rates 10-14 days in advance. SigLasso outperformed industry standards like GRU and Neural CDE in reducing reconstruction error. Why it matters: This research demonstrates the potential of AI to improve healthcare resource allocation and crisis management by accurately predicting patient flow using readily available data.

UAE is magnet for AI professionals as countries compete for skilled workers - The National

The National ·

The UAE is emerging as a magnet for artificial intelligence professionals, indicating a growing influx of skilled workers into the country. This trend reflects a global competition among nations to attract top talent in the rapidly expanding AI sector. The increased talent flow contributes to the UAE's strategic development of its AI capabilities and ecosystem. Why it matters: Attracting and retaining highly skilled AI professionals is crucial for the UAE to achieve its ambitions of becoming a global leader in AI innovation and a knowledge-based economy.

Technology Innovation Institute Joins Global Partners to Launch OpenSTX Foundation, Setting New Standard for Industrial Wireless Communication

TII ·

The Technology Innovation Institute (TII) in Abu Dhabi has joined global partners to launch the OpenSTX Foundation, hosted by the Linux Foundation. This initiative aims to establish an open industry standard for Synchronous Transmissions (STX), a wireless protocol designed for reliable, secure, and energy-efficient industrial communications. The foundation includes members from Graz University of Technology, Imperial College London, and others. Why it matters: Standardizing STX could accelerate the development of industrial IoT and smart infrastructure projects in the Middle East and Africa, aligning with Abu Dhabi's goals to be a technology hub.

DSRC appoints Prof. David Naccache as Newest Board of Advisors Member

TII ·

The Digital Science Research Center (DSRC) has appointed Prof. David Naccache to its Board of Advisors for the Digital Security Unit. Prof. Naccache's experience includes cryptography and security, with prior roles at École Normale Supérieure (ENS) and Gemplus. He will provide external research assessment and foster collaboration between TII, ENS, RUHL and ULux. Why it matters: The appointment strengthens DSRC's digital security research capabilities through Prof. Naccache's expertise and academic network.

TII’s Secure Systems Research Center Joins Linux Foundation’s Dronecode

TII ·

TII's Secure Systems Research Center (SSRC) has joined Dronecode, a Linux Foundation non-profit, to enhance UAV security. SSRC will contribute to Dronecode's Security SIG, focusing on cryptography, memory protection, and code analysis for the Pixhawk autopilot hardware and PX4 software. SSRC aims to develop and share security and resilience capabilities for the open UAV platform. Why it matters: This partnership enhances the security of drone systems, addressing potential privacy, cybersecurity, and safety threats in line with the UAE's focus on secure autonomous systems.

MENA startups land fresh capital, deals, and momentum - Arab News

Arab News ·

MENA startups have recently secured significant fresh capital and forged new deals, indicating a robust and growing entrepreneurial landscape across the region. This influx of investment reflects increasing confidence from investors and strong momentum within the technology sector, fostering innovation and enabling new companies to develop and scale their products and services. Why it matters: This continued growth in the MENA startup ecosystem provides a fertile ground for AI innovation, attracting talent and investment crucial for the development and deployment of advanced AI solutions in the region.