In the rapidly evolving world of artificial intelligence, a few researchers stand out—not just for their technical brilliance, but for the clarity of their vision and their commitment to building technology with real human impact. Vinayak Abrol, Assistant Professor in the Department of Computer Science and Engineering at IIIT-Delhi, belongs to this rare category of thinkers whose work quietly shapes the technologies that tomorrow will rely on.
Vinayak Abrol: A Journey Built on Determination and Depth
The story of Vinayak Abrol begins at Panjab University, where he not only completed his B.E. and M.E. in Electronics and Communication Engineering but also received the Gold Medal and multiple prestigious recognitions. These early achievements were not simply awards; they were markers of a young mind ready to push boundaries.
His academic path took a transformative turn at IIT Mandi, where he completed a TCS Innovation Labs-funded Ph.D. in Signal Processing. Here, he developed a strong foundation in numerical algorithms and information-inspired applications—areas that would later define his research personality.
But his journey did not pause at a doctoral milestone. It only accelerated.
Global Experience that Shaped a Global Vision
Before joining IIIT-Delhi in 2021, Dr. Abrol gained rich international experience that sharpened both his research capabilities and pedagogical depth.
Oxford University (2018–2020): The Fellowship That Expanded Horizons
As an Oxford-Emirates Data Science Fellow at the Mathematical Institute, along with his role as an Academic Advisor at Kellogg College, he worked with some of the most respected minds in theoretical deep learning and information theory. His teaching stints here—including “Theories of Deep Learning” and “Introduction to Quantum Information”—reflected both command over complex topics and the ability to communicate them with clarity.
Idiap Research Institute, Switzerland (2018)
His SNSF-funded postdoctoral position exposed him to cutting-edge challenges in speech processing and machine learning, deepening his understanding of how algorithms can interpret sound, intention, and identity.
These experiences across three countries helped shape the global, interdisciplinary perspective he brings to IIIT-Delhi today.
Vinayak Abrol: A Research Portfolio with Both Depth and Humanity
The research work of Vinayak Abrol is a striking combination of mathematical depth and real-world relevance. Instead of choosing between theory and application, he has consistently pursued both—believing that strong foundations lead to stronger solutions.
1. Theoretical Deep Learning
Dr. Abrol is actively developing theories of deep learning using:
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Random Matrix Theory
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Information Theory
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Numerical Algorithmic Analysis
His work helps answer foundational questions:
Why do deep networks work? How do they learn? How can they become more reliable and efficient?
2. Speech & Audio Analytics
His applied research spans:
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Acoustic modelling and coding
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Voice biometrics
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Pathological speech detection
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Audio categorization
This is research with impact—touching healthcare, security, accessibility, and human-machine interaction.
His papers appear in globally respected venues, including:
JASA, IEEE TASLP, TMM, ICML, NeurIPS, INTERSPEECH, ICASSP, Speech Communication, CSL, and more.
These contributions demonstrate not just consistency, but the ability to generate ideas that resonate across disciplines.
Teaching: Where Passion Meets Purpose
At IIIT-Delhi, Vinayak Abrol brings the same energy to teaching as he does to research. He teaches courses like:
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Machine Learning
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Theories of Deep Learning
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Deep Learning
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Speech & Audio Processing
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Digital Image Processing
His classrooms have a reputation for being intellectually stimulating—places where students explore not just methods, but the motivations and philosophies behind them.
His goal is simple and powerful:
to shape the next generation of AI thinkers who know how to question, analyze, and innovate.
Awards That Mirror Excellence
Recognition has followed his work throughout his career. Among his many awards are:
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JPMC Faculty Research Award 2022
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IIITD Discovery Track Investigator Award 2022
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Google Explore CS Award 2022
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TCS PhD Fellowship
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International Travel Grants from DST-SERB, IEEE, and ISCA
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Gold Medal, Panjab University
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Excellence Award, BEL Panchkula