Nishit Singh (he / they)

cv / blog / github
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hey, i'm nishit. i study physics and engineering at the birla institute of technology and science (bits), pilani. currently, i'm interested in the unconventional ways physics interacts with ai, specifically world models, interpretability, and the likes.

i am currently a research fellow under paras chopra, studying transformers. through my recent involvment with dr. kokil jaidka at nus, singapore, i have been interested in trustworthy machine learning frameworks. i've also previously been associated with the csir national thin film laboratory (summer research intern), postman and the kalipatnapu extended reality lab, and have had the privilege to be guided by the mechanical engineering department, bits pilani, in my exploits studying finite element methods. in what seems like another life, i worked with pieds, bits pilani as a student founder.

ive also found joy working with the film-making club (fmac) and the cinema and literature club (matrix) at bits.

i (hopefully will) try to write about what i find interesting on my blog. i am not a very good author. read here.

bojack
Nishit Singh

picture from downtown seoul, taken promptly before inhaling an entire hot-pot after a long conference.

27/02/2004

new delhi, india

f20221317[at]pilani.bits-pilani.ac.in

research

Communication Heterogeneity and Collective Consensus in Neural Cellular Automata

Communication Heterogeneity and Collective Consensus in Neural Cellular Automata

Nishit Singh

In Proceedings, ACM (Collective Intelligence) 2026

arxiv
Emergent Ordinal Geometry in Transformers Trained on Local Comparisons

Emergent Ordinal Geometry in Transformers Trained on Local Comparisons

Nishit Singh

In Proceedings, CAISc 2026

arxiv
Causal Evidence of Stack Representations in Modeling Counter Languages Using Transformers

Causal Evidence of Stack Representations in Modeling Counter Languages Using Transformers

Nishit Singh

ICLR 2026 (Logical Reasoning of LLMs workshop)

arxiv
Detecting and Mitigating Bias by Treating Fairness as a Symmetry Operation

Detecting and Mitigating Bias by Treating Fairness as a Symmetry Operation

Nishit Singh

ICML 2026 (Culture X AI workshop)

arxiv
RL-Synthesised Quantum Circuits: A Novel Lens for Phase Transitions in Many-Body Systems

RL-Synthesised Quantum Circuits: A Novel Lens for Phase Transitions in Many-Body Systems

Nishit Singh

ICML 2026 (Low Rank Representations workshop)

read

projects

Finite Element Analysis with Transient Force Integration

Finite Element Analysis with Transient Force Integration

Nishit Singh, Gaurav Sharma

March 2026

GitHub
Implementing Regression Models for Predicting Faulty CNC Machining Processes

Implementing Regression Models for Predicting Faulty CNC Machining Processes

Nishit Singh

October 2025

GitHub
Simulating Lightly Interacting Particles Using the Ising Model

Simulating Lightly Interacting Particles Using the Ising Model

Nishit Singh

August 2025

GitHub
Modelling crowd evacuation using ABM

Modelling crowd evacuation using ABM

Nishit Singh

February 2025

GitHub
Implementing Unpaired Image-to-Image Translation using Cycle-Consistent GANs

Implementing Unpaired Image-to-Image Translation using Cycle-Consistent GANs

Nishit Singh

January 2025

GitHub
Generating 3D Models from 2D images

Generating 3D Models from 2D images

Nishit Singh (following authors of the LGM paper)

January 2025

GitHub

blog

a conversation with ELIZA

a conversation with ELIZA

September 22, 2026

Decision Theory(s)

Decision Theory(s)

September, 2026

what im reading / watching / listening to

what im reading / watching / listening to

Last updated in September 2026

Can a model model a model?

Can a model model a model?

September, 2026

i'm slightly scared :/

i'm slightly scared :/

September, 2026

miscellaneous

A charcuterie board of comics/illustrations

A charcuterie board of comics/illustrations

Nishit

Curated designs from my stint(s) as a graphic designer from 2022 to 2023

Gallery
I think of you often

I think of you often

Nishit Singh

Short Film, 2023

YouTube
What's a summer?

What's a summer?

Nishit Singh

My submission to the Film Making Club, BITS Pilani

YouTube