Data as an Enabler of Innovation: From Cybersecurity to Deepfake Detection

Data as an Enabler of Innovation: From Cybersecurity to Deepfake Detection

For more than 15 years, Lakshmanan Nataraj’s work across cybersecurity, deepfake detection, and academic research has demonstrated a powerful idea: data is not just a resource—it is the origin of innovation itself. His seminal contributions, including the malware-as-images technique with 1,700+ citations, transformed raw binary code into visual intelligence and reshaped how the world detects threats at scale. Large-scale operational systems such as SARVAM, which has processed millions of malware samples over more than a decade, further illustrate the importance of well-designed data pipelines in driving long-term innovation and reliability. His deepfake and GAN-generated image detection research—built on subtle co-occurrence patterns and widely cited—showed that even the smallest disturbances in data can reveal profound truths. Through the DARPA MediFor program, he helped build metadata-driven satellite image authentication systems that safeguard the integrity of visual content in an era of synthetic media.

Across projects funded by DARPA, ONR, and NGA, his message remains consistent: breakthroughs do not emerge from models alone, but from the right data, the right representations, and the courage to see information differently. From securing digital ecosystems to establishing trust in the age of generative AI, this journey illustrates that when data is treated as a strategic, intentionally crafted asset, we unlock innovations that transform industries, strengthen security, and inspire the next frontier of AI.

5th December, 2025

@ 3:30 PM IST

Meeting link:
https://bit.ly/4p4XAj1

Meeting ID: 471 379 780 651 62
Passcode: df6sM9sB

Speaker

Lakshmanan Nataraj

AI Researcher

Lakshmanan Nataraj is a researcher and innovator with 15+ years of experience in signal processing, cybersecurity, and artificial intelligence. He is best known for his malware visualization work—a foundational technique cited 1,700+ times—and for his contributions to deepfake/GAN detection, metadata forensics, and satellite image authentication. He holds six U.S. patents covering image manipulation detection, metadata verification, event forensics, and malware classification.

Lakshmanan has served as PI/Co-PI on major U.S. government research programs, including projects funded by DARPA, ONR, and NGA, and played a key role in the DARPA MediFor initiative on media integrity. Earlier in his career, he completed research internships at Walt Disney Animation Studios and SRI International, gaining multidisciplinary experience in imaging, vision, and applied machine learning. He has held senior technical roles at Mayachitra (USA) and Trimble, and today is an Independent AI Researcher and Consultant advising government, startups, nonprofits and other organizations including the Anusandhan National Research Foundation (ANRF) and EkStep Foundation. He also runs the Laks AI Channel on Youtube where he simplifies cutting-edge AI knowledge for a global audience.