I am excited to share our new monograph that dives deep into correlated noise mechanisms, one that enables real-world, production-grade differential privacy at scale, without compromising learning performance. The project started with a discussion over lunch in Google's Canopy.

RT @ArtoMaranjyan: Beyond my @icmlconf presentations, I'm also open to discussing career opportunities. As I'm completing my PhD this year,….

U.S.R. Murthy and now Ray Laflamme! @UWaterloo lost two great pioneers of their fields in one summer :(.

I am not sure why @overleaf needs to track my IP address. For a privacy researcher, this seems like an over-reach.

Even the deer use pedestrain crossing to cross the road at @iitmadras :)

A 22-year-old died because he could not afford asthma medication! One can get that for 500 INR (almost 90 times less) in India, not 500+ USD as in the US.

Two nice results by my colleagues within the last week: An Inversion Theorem for BLT ( and on the Space Complexity of Online Convolution (.

RT @DecomputeAI: Stunning, high-res images. Zero cloud. BlackBird by Decompute runs entirely on-device—yes, on your MacBook (16 gb RAM).Off….

RT @hinadixit: Breathe New Energy Into AI.@DecomputeAI is reimagining the cost of intelligence. LaserTune and Aurora cut energy use by up….

RT @hinadixit: I wanted to share some metrics about Decompute and our mission with sustainability. Decompute’s sustainability edge lies i….

🚀Over 2x faster inference and significantly lower memory usage with Aurora — Decompute’s optimized Softmax replacement. It is also backward compatible with most pre-trained models. Space and compute time aren't just metrics on resource-constrained devices — they're.

RT @hinadixit: On-device. Private. Fast - With @DecomputeAI . I will be representing @DecomputeAI at the AI User Conference on April 17 in….

RT @hinadixit: The cloud isn’t the future of AI. BlackBird 1.0 is here — build smart, autonomous agents that run entirely on your device. D….

I have been asked, why do we at @DecomputeAI care about better and efficient fine-tuning if one can do RAG? . As a mathematician, precision and logical depth are non-negotiable for me. So, I tested @DecomputeAI's BlackBird with Calculus Without Derivatives, a graduate-level book.

RT @DecomputeAI: We are at HumanX conference in Las Vegas! Meet our team including cofounders @hinadixit & @jalajupadhyay . Come play with….

RT @hinadixit: The power of intelligence, in your hands. @DecomputeAI Blackbird gives you answers and keeps your secrets on your device. Yo….

🚀 Meet LaserTune: the cutting-edge fine-tuning algorithm that’s 2x faster & slashes space usage by 50% compared to DeepSeed! Powering @DecomputeAI's Blackbird, it also shows the “catapult” effect in training loss, signaling better generalization.

RT @hinadixit: BlackBird, you beauty! Comparison side to side: BlackBird vs Perplexity, where BlackBird is completely local and uses much s….

Our Data, Ourselves is a landmark paper in data privacy, but its title is thought-provoking. The moment your data leaves your device is the moment it's not yours and belongs to the highest bidder. So, we developed Blackbird, an app to fine-tune your data locally.