
The official Twitter account of Spectrum Lab @iiscbangalore directed by @CSSeelamantula
Bangalore, India
Joined August 2021
- Tweets170
- Following103
- Followers239
- Likes223
Spectrum Lab retweeted
see? this is what a neuron looks like in its last moments. what you are observing is not a simple cell turning off... it is the devastating moment when a neuron loses its connections and begins to die.
a neuron that never finds another to connect with quietly dies in the dark.
Spectrum Lab retweeted
Nishanth Shetty @nishetty_ and Gouri Shanker @gourishankerjk are proud winners of the Qualcomm Innovation Fellowship 2026 from our lab @SpectrumLabIISc
Spectrum Lab retweeted
Recording of my recent talk: And the AIR-1 in GATE goes to... youtu.be/PvI8CPakcaY?si=RbLm… via @YouTube
Spectrum Lab retweeted
Celebrating the launch of SraVaani, and the conversations it has sparked.
On 15 August, we open sourced SraVaani, a speech recognition model that understands 65 Indian languages and dialects.
Spectrum Lab retweeted
Nishanth Shetty and Sai Suchith Mahajan won the EE department’s Outstanding Teaching Assistant awards for 2026. Nishanth collected it in person. We missed Suchith though.
Spectrum Lab retweeted
Next in who after the Ramanujan series?
At a tender age of 16, a brilliant but completely unguided boy from Tamil Nadu joined the National Defence Academy & was commissioned into the Indian Navy's electrical branch . He did not have the luxury of a quiet university setting; he was trained in practical skills to maintain weapons systems on warships.
But Arogyaswami Paulraj possessed an insatiable, self-taught obsession with the advanced mathematics of signal processing, control theory & information theory. He studied advanced matrices & random variables by lamplight on naval ships.
By the late 1970s, India faced a serious strategic challenge. After the 1971 Indo-Pak War exposed weaknesses in imported sonars, the Navy needed an advanced anti-submarine warfare system but was blocked by international export restrictions. The Navy turned to Paulraj, then a rising officer with a PhD from IIT Delhi (earned while still in service). He was tasked with leading a major indigenous project to develop a world-class hull-mounted panoramic sonar from scratch.
Operating under intense resource scarcity, Paulraj’s mathematical genius took over. He designed complex signal-processing algos that could filter the chaotic, deafening acoustic noise of the ocean to pinpoint enemy submarines. The resulting system, APSOH (Advanced Panoramic Sonar Hull), inducted in 1983, completely stunned global military observers. It did not just work, it outperformed contemporary Western systems.
After setting up major defense labs in India, Paulraj retired from active naval service & arrived at Stanford University in 1991 as a research associate. This is where the story shifts from military history to modern legend. While working on signal separation experiments for airborne military reconnaissance, Paulraj noticed a strange, fleeting physical phenomenon.
When a radio signal is transmitted in a crowded area (like a city with buildings), it bounces off walls & scatters into 1000s of chaotic, distorted paths. Engineers treated this scattering as a nightmare, multipath interference that corrupted data.
Paulraj had a paradigm-shifting realization rooted in multi-variable calculus & spatial matrices: What if the scattering was not a bug, but a feature?
He realized that if we used multiple antennas at the transmitter & multiple antennas at the receiver, we could use advanced matrix mathematics to isolate those scattered paths & stream parallel, independent channels of data over the exact same frequency, at the exact same time.
He called it MIMO (Multiple Input, Multiple Output).
When he 1st proposed it, the academic world mocked him. Prominent profs & industry skeptics told him it violated the laws of physics & information theory. They claimed it was mathematically impossible to multiply data speeds w/o expanding bandwidth.
Paulraj did no back down. He built his own prototype, founded a startup & proved the mathematics in real-world silicon. He designed the microscopic architecture, the microchip algos that allowed small devices to execute these hyper-complex spatial matrix calculations in fractions of a microsecond.
If we look at the device we are using to read this right now, look at the top corners of our screen. We cannot see them, but embedded inside the frame of our phone are multiple microscopic antennas operating on Paulraj’s exact MIMO-OFDMA mathematics.
Every single modern 4G network, 5G network & high-speed Wi-Fi router on Earth is built entirely on the mathematical foundation invented by the self-taught Indian Navy officer who packed his bags for Stanford. He did not just solve a math problem; he built the invisible highway that carries nearly 100% of the world's mobile data traffic today.
Spectrum Lab retweeted
Met David Wipf and Jong-Chul Ye at ICML 26, among the few SP folks at the AI conference.
Spectrum Lab retweeted
Sai Suchith Mahajan from our lab #SpectrumLabIISc won Prof. Sargur Srihari medal for the outstanding Masters (AI) student. Suchith is an exceptionally bright student and did an excellent Masters thesis.
Spectrum Lab retweeted
The ChaksuAI team from @SpectrumLabIISc making presentations and pitches at Healthcare AI Conclave 2026 in Bangalore. Pramath, Anirudh, Yash, and Akhil representing the team.
Spectrum Lab retweeted
Gouri Shanker #gourishankerjk from our lab presented his work on Helmholtz decomposition and velocity adaptation for flow matching at an ICML workshop on Generative Modeling.
Spectrum Lab retweeted
Ashok Veeraraghavan, Chair ECE, Rice University visited our lab today and delivered a fantastic lecture on optics, imaging and AI.
Spectrum Lab retweeted
With @akashprabakar, Arjun Arunachalam from Voxelgrids, and Shaun from the Gates Foundation. Strengthening existing collaborations and exploring new opportunities.
Spectrum Lab retweeted
When Dale meets Langevin! A novel neuroinspired diffusion model by my PhD Nishanth Shetty and research assistant Madhava Prasath. @nishetty_ @maddyawesome arxiv.org/abs/2510.02730
Spectrum Lab retweeted
#PhDone! Thanks to everyone who has been a part of the journey!
Spectrum Lab retweeted
@KamathAbijith defended his amazing PhD thesis today. Prof Achuta Kadambi (UCLA) and Prof Ram Bilas Pachori (IIT Indore) are his thesis examiners. Prof. Pachori conducted the viva voce. He’s the 14th PhD from @SpectrumLabIISc. Congratulations Dr. Abijith Kamath!
Spectrum Lab retweeted
Open Day 2026. Members from our lab showcasing their demos. #SpectrumLabIISc
































