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Seeking answers to the big questions!

It seems like I've gotten your attention! I'm Toluwani and I ask a lot of questions. I am also a Machine Learning PhD Candidate at MBZUAI.

The Essentials

Turns out, this is all I really need

WorldBrainSleep

Updates

April

  • I am at the Center for Frontier AI Research, A*STAR Singapore for a 3-month research visit. Looking forward to collaborating with the amazing researchers here.

March

  • Our paper, "MirrorCheck: Efficient Adversarial Defense for Vision-Language Models", has been accepted at CVPR (AdvML) 2026! Congrats to the team.[Paper]

February

Publications

image for Check my latest research on Google Scholar

Check my latest research on Google Scholar

image for Watermarking Should Be Treated as a Monitoring Primitive

Watermarking Should Be Treated as a Monitoring Primitive

Toluwani Aremu, Nils Lukas, Jie Zhang

arXiv2026
image for Robust Safety Monitoring of Language Models via Activation Watermarking

Robust Safety Monitoring of Language Models via Activation Watermarking

Toluwani Aremu, Daniil Ognev, Samuele Poppi, Nils Lukas

arXiv2026
image for Mitigating Watermark Forgery in Generative Models via Randomized Key Selection

Mitigating Watermark Forgery in Generative Models via Randomized Key Selection

Toluwani Aremu, Noor Hussein, Munachiso Nwadike, Samuele Poppi, Jie Zhang, Karthik Nandakumar, Neil Gong, Nils Lukas

arXiv2026
image for Aligning Stuttered-Speech Research with End-User Needs: Review, Survey, and Guidelines

Aligning Stuttered-Speech Research with End-User Needs: Review, Survey, and Guidelines

Hawau Toyin, Mutiah Apampa, Toluwani Aremu, Humaid Alblooshi, A. Valente, G. Leal, Z. Yue, Z. Talat, Hanan Aldarmaki

arXiv2026
image for MirrorCheck: Efficient Adversarial Defense for Vision-Language Models

MirrorCheck: Efficient Adversarial Defense for Vision-Language Models

Samar Fares*, Klea Ziu*, Toluwani Aremu*, Nikita Durasov, Martin Takáč, Pascal Fua, Karthik Nandakumar, Ivan Laptev

CVPR (AdvML)2026
image for Optimizing Adaptive Attacks against Watermarks for Language Models

Optimizing Adaptive Attacks against Watermarks for Language Models

Abdulrahman Diaa, Toluwani Aremu, Nils Lukas

ICML [Spotlight🏆]2025
image for On the reliability of Large Language Models to misinformed and demographically informed prompts

On the reliability of Large Language Models to misinformed and demographically informed prompts

Toluwani Aremu, Kemi Akinwehinmi, Emeka Nwagu, Syed Ahmed, Rita Orji, P. Arnau Del Amo, Abdulmotaleb El Saddik

AAAI Magazine2025
image for Library-Like Behavior In Language Models is Enhanced by Self-Referencing Causal Cycles

Library-Like Behavior In Language Models is Enhanced by Self-Referencing Causal Cycles

Munachiso Nwadike, Zangir Iklassov, Toluwani Aremu, T. Hiraoka, B. Heinzerling, V. Bojkovic, H. Alqaubeh, Martin Takáč, Kentaro Inui

ACL (Main)2025
image for All Languages Matter: Evaluating LMMs on Culturally Diverse 100 Languages

All Languages Matter: Evaluating LMMs on Culturally Diverse 100 Languages

Ashmal Vayani, Dinura Dissanayake, Hasindri Watawana, Noor Hassan, ..., Toluwani Aremu, et al.

CVPR [Spotlight🏆]2025
image for A Call for Patience and Perspective

A Call for Patience and Perspective

Toluwani Aremu

X (Social)2025
image for Human Social Mirrors and AI Looking Glass

Human Social Mirrors and AI Looking Glass

Toluwani Aremu

Towards AI2025
image for The Thinker vs. The Builder

The Thinker vs. The Builder

Toluwani Aremu

X (Social)2025
image for Slow down!

Slow down!

Toluwani Aremu

X (Social)2025
image for ScholarFace: Scanning Faces, Discovering Minds

ScholarFace: Scanning Faces, Discovering Minds

Wong Yu Kang, Toluwani Aremu, Younes Balah, Maryam Nadeem, Ivo Gollini Navarrete, Abdulmotaleb El Saddik

Patent2025
image for The Dark Side of Boycotting and Cancel Culture

The Dark Side of Boycotting and Cancel Culture

Toluwani Aremu

X (Social)2024
image for Redefining Contributions: Shapley-Driven Federated Learning

Redefining Contributions: Shapley-Driven Federated Learning

Nurbek Tastan, Samar Fares, Toluwani Aremu, Samuel Horvath, Karthik Nandakumar

IJCAI2024
image for SSIVD-Net: A Novel Salient Super Image Classification & Detection Technique for Weaponized Violence

SSIVD-Net: A Novel Salient Super Image Classification & Detection Technique for Weaponized Violence

Toluwani Aremu, Li Zhiyuan, Reem Alameeri, Mustaqeem Khan, Abdulmotaleb El Saddik

SAI2024
image for Accented Speech Recognition: The Inclusive Realm of Automatic Speech Recognition Systems

Accented Speech Recognition: The Inclusive Realm of Automatic Speech Recognition Systems

Toluwani Aremu

Medium2023
image for AI Text Detectors: Amazing Sleuths or WHAT?

AI Text Detectors: Amazing Sleuths or WHAT?

Toluwani Aremu

Medium2023
image for Unlocking Pandora's Box: Unveiling the Elusive Realm of AI Text Detection

Unlocking Pandora's Box: Unveiling the Elusive Realm of AI Text Detection

Toluwani Aremu

SSRN2023
image for Learning Rate Schedulers

Learning Rate Schedulers

Toluwani Aremu

Medium2023
image for PolyKervNets: Activation-free Neural Networks For Efficient Private Inference

PolyKervNets: Activation-free Neural Networks For Efficient Private Inference

Toluwani Aremu, Karthik Nandakumar

IEEE SaTML2023
image for Choosing a Learning Rate for DNNs

Choosing a Learning Rate for DNNs

Toluwani Aremu

Medium2022
image for What AI Still Can’t Do #003

What AI Still Can’t Do #003

Toluwani Aremu

Medium2022
image for Impact of Optimizers in Image Classifiers

Impact of Optimizers in Image Classifiers

Toluwani Aremu

Medium2022
image for What AI still can’t do #002

What AI still can’t do #002

Toluwani Aremu

Medium2022
image for What AI still can’t do #001

What AI still can’t do #001

Toluwani Aremu

Medium2022

Let’s work together

Got a cool research idea or just want to muse about the future? Hit me up!