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IIT-Madras: Responsible AI for Trustworthy 6G Networks

The Centre for Responsible Artificial Intelligence (CeRAI) at the Indian Institute of Technology, Madras (IIT-Madras) has announced its collaboration with a prominent private telecommunications company for joint research endeavours in the realm of Responsible AI.

The private company entered into an agreement to become a Platinum Consortium Member of CeRAI for five years. Under this partnership, it will provide support and actively participate in all research initiatives carried out by CeRAI. AI research is of high importance to the telecommunications company, given that AI algorithms will play a crucial role in the autonomous operation of 6G networks.

IIT-Madras partners for joint research in the area of Responsible AI
Image credit: Indian Institue of Technology, Madras

6G and future networks aim to seamlessly integrate the physical and digital realms, facilitating immersive AR/VR experiences. With AI-managed sensors bridging the gap between humans and machines, responsible AI practices become imperative to uphold trust, fairness, and privacy compliance. The focus of the project revolves around pioneering advanced techniques that augment trust and transparency in AI algorithms for the greater benefit of the public. The partnership aligns with the government’s vision for the Bharat 6G programme.

An official noted that future networks will facilitate easier access to high-performing AI systems. It is imperative to embed responsible AI principles right from the inception of these systems. Many critical applications will be deployed on mobile phones and other devices through these networks. New research is required to ensure that AI models and their predictions are explainable and to provide performance guarantees that align with the applications they serve.

IIT-Madras held a Symposium on Responsible AI for Networks of the Future to commemorate the partnership. It brought together officials from the private company and IIT-Madras to engage in discussions about advancements and innovations for responsible AI. According to an official from IIT-Madras, research in AI will produce the tools necessary for running future businesses. IIT-Madras is committed to conducting impactful translational research in partnership with industry stakeholders.  During the symposium some of the current research activities being carried out at CeRAI were showcased, including:

Project on Large-Language Models in Healthcare:

It identifies biases shown by these models, develops scoring methods to assess their practicality in real-world applications, and mitigates biases within LLMs. Custom-scoring methods are being crafted based on the Risk Management Framework (RMF) outlined by the National Institute of Standards and Technology (NIST), a U.S. federal agency dedicated to advancing measurement science and standards.

Project on Participatory AI:

It addresses the black-box nature of AI across different stages, including the pre-development, design, development and training, deployment, post-deployment, and audit stages. Drawing inspiration from fields like urban planning and forest rights, the project studies governance mechanisms that empower stakeholders to offer valuable insights to improve the accuracy and reliability of AI and raise concerns about potential adverse effects.

Project on Interpretability of Attention-Based Models:

It delves into the intricacies of generative AI models based on attention mechanisms, which have garnered substantial attention because of their outstanding performance in tasks like machine translation, image summarisation, text generation, and healthcare. However, the models are complex and difficult for users to interpret. The project explores the conditions under which these models are accurate but fail to be interpretable, the development of algorithms to enhance their interpretability, and understanding which patterns in the data these models tend to learn.


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