about « all posts

Posts In #controls

Contraction can Help Safety Classifiers keep their Promise

Aug 12 2026 · 7 min read
#ml #controls

A safety classifier can tell us that a prompt looks harmful. That is useful. But it is perhaps not the question we should stop at. Suppose a classifier sees a prompt and says that it is safe. Now …

Read More…

Can LLM Finetuning be Stateful? Small states for Large Models - Part 2

Aug 7 2026 · 6 min read
#ml #controls #state_space_models #linear_algebra

The code for this project can be found at: https://github.com/omanshuthapliyal/HRM-adapter. And the paper can be found at: https://arxiv.org/pdf/2606.26290.

In the previous post, I introduced …

Read More…

Can LLM Finetuning be Stateful? Small states for Large Models - Part 1

Jul 31 2026 · 6 min read
#ml #controls #state_space_models #linear_algebra

In the last post I talked about Hankel operators of simple linear dynamical systems. Such operators, and either eigenvalues, “can be used as a proxy for how much memory a task actually …

Read More…

State Space Models: How Control Theory can echo Machine Learning

Oct 6 2025 · 6 min read
#ml #controls #state_space_models #linear_algebra

I wrote in a previous post how transformers are kind of like system identification methods applied to some sequence in a state space. In this post we try to understand if the other way round is …

Read More…

How Transformers Echo Control Theory

Sep 27 2025 · 6 min read
#ml #controls

Transformer models have captivated a lot of AI research in most of the past decade, and in this post my goal is to make them seem more interesting to controls people, who have much to contribute to …

Read More…

Technology Readiness Levels of AI methods

Oct 15 2024 · 4 min read
#controls #autonomy #ml #research

Recent news of the SpaceX catching its Starship Super Heavy booster1 is quite discussed and marveled upon in the media, and rightly so. Executing what was done can perhaps be explained as trying to …

Read More…

Why I am studying this: Data Driven Safety

Mar 16 2022 · 2 min read
#controls #research

This is my attempt to try to motivate and justify why I am studying what I study, and to try to justify the title of my dissertation.

While most emphasis on safety has been provided from a …

Read More…

The Industry-Academia split in Control Systems

Sep 16 2019 · 2 min read
#controls

I often wonder why the “cutting edge” research that we read about in the foremost scientific journals & conferences in Control Systems are never applied in the industry. Because …

Read More…