# Research

**Source**: https://wsai.iitm.ac.in/research/
**Parent**: https://wsai.iitm.ac.in/

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## Research that moves from theory to impact

We believe in conducting research that not only advances the frontiers of knowledge but also has tangible impact on society. Our interdisciplinary approach brings together experts from diverse fields to tackle complex real-world challenges.

- Interdisciplinary teams spanning AI, engineering, and the sciences
- Strong balance between foundational breakthroughs and deployable systems
- Ethics-forward mindset across every centre and lab

[View Publications](https://wsai.iitm.ac.in/publications)

## Research Pillars

We bring balance across foundational ideas, applied systems, and ethics-first thinking to keep our research rigorous and relevant.

### Fundamental AI Research

Advancing the theoretical foundations of artificial intelligence and machine learning.

### Applied AI Solutions

Developing AI applications for healthcare, finance, agriculture, and social good.

### Responsible AI

Ensuring AI systems are fair, transparent, and beneficial for all of humanity.

## Applied Research & Application Areas

Our applied research translates theoretical advances into real-world solutions across diverse domains, creating meaningful impact for society.

#### Healthcare

#### Agriculture

#### Smart Cities & Transportation

#### Financial Analytics

#### Manufacturing

#### Energy & Environment

#### Defence

#### Education

#### Systems Biology

## Research Themes

Explore our fundamental and applied research themes, and filter by focus areas that matter to you.

- All
- Fundamental Research
- Applied Research

All CategoriesFundamental ResearchApplied Research

[### Attention Mechanisms in Deep Neural Networks

Recently the Deep Learning community has shown great interest in attention mechanisms to train neural networks - the network pays attention to only certain …

Explore theme](https://wsai.iitm.ac.in/themes/attention-mechanisms-in-deep-neural-networks/)[### Domain Agnostic Methods for Integration of Prior Knowledge in Learning Algorithms

While data analysis tools are used across various problem areas, the question of importance of domain knowledge in improving the performance of these algorithms …

Explore theme](https://wsai.iitm.ac.in/themes/domain-agnostic-methods-for-integration-of-prior-knowledge-in-learning-algorithms/)[### Financial Analytics

There is an active collaboration between the faculty and financial service providers who work in previously underserved areas. Research is being actively …

Explore theme](https://wsai.iitm.ac.in/themes/financial-analytics/)[### Learning With Limited and Partial Data

When data science solutions are deployed in practice, seldom do the conditions on the ground match the theoretical assumptions of the algorithms. In this …

Explore theme](https://wsai.iitm.ac.in/themes/learning-with-limited-and-partial-data/)[### Manufacturing Analytics

Traditionally, manufacturing facilities (particularly chemical manufacturing) have been in the forefront in terms of using advanced computational techniques in …

Explore theme](https://wsai.iitm.ac.in/themes/manufacturing-analytics/)[### Network Representation Learning

Learning deep representations from raw input data has revolutionised the field of Machine Learning in the past few years. While deep representation learning has …

Explore theme](https://wsai.iitm.ac.in/themes/network-representation-learning/)[### Safety and Stability Preserving Reinforcement Learning

While reinforcement algorithms have achieved notable successes recently, the use of such approaches in controlling real physical systems is not really …

Explore theme](https://wsai.iitm.ac.in/themes/safety-and-stability-preserving-reinforcement-learning/)[### Smart Cities

The centre carries out research in many aspects of Smart Cities. We work closely with the Centre of Excellence in Urban Transportation in developing solutions …

Explore theme](https://wsai.iitm.ac.in/themes/smart-cities/)[### Systems Biology and Health Care

In the domain of systems biology, the centre functions closely with the Initiative for Biological Systems Engineering (IBSE). We work primarily on cancer …

Explore theme](https://wsai.iitm.ac.in/themes/systems-biology-and-health-care/)

## Our Research Centres

The School is home to several world-class research centres, each established as a forerunner in various key areas of AI and data science.

[### AI4Bharat

Open-source datasets, tools, and models that make Indian languages AI-ready.](https://wsai.iitm.ac.in/research/ai4bharat/)[### CeRAI

Standards, policy, and tooling to make AI accountable, explainable, and responsible.](https://wsai.iitm.ac.in/research/cerai/)[### IBSE

AI/ML for clinical and biological data to advance precision and systems medicine.](https://wsai.iitm.ac.in/research/ibse/)[### RBCDSAI

Flagship centre spanning networks, RL, NLP, and industrial AI in manufacturing, cities, and health.](https://wsai.iitm.ac.in/research/rbcdsai/)[### The Mint

Mobility digital infrastructure and R&D to accelerate sustainable, multimodal transport.](https://wsai.iitm.ac.in/research/the-mint/)[### Walmart Centre for Tech Excellence

AI and IoT solutions to modernize MSMEs and drive efficient, sustainable growth.](https://wsai.iitm.ac.in/research/walmart-centre-for-tech-excellence/)[### AlphaGrep Quantitative Research Lab

AI for quantitative finance: market microstructure, risk, and next-gen trading strategies.](https://wsai.iitm.ac.in/research/alpha-research-lab/)

[Explore All Research Centres](https://wsai.iitm.ac.in/research/research-centers/)