Thiziri Nait Saada

PhD student, University of Oxford

Joined

January 2023

Names

Thiziri Nait Saada (Preferred)

Emails

****@maths.ox.ac.uk (Confirmed)

,

****@hotmail.fr

Personal Links

Career & Education History

PhD student

University of Oxford (ox.ac.uk)

2021 – Present

Advisors, Relations & Conflicts

PhD Advisor

Present

Expertise

Theory of Deep Learning

Present

Publications

The data-quality illusion: Rethinking Classifier-based Quality Filtering for LLM Pretraining
Thiziri Nait Saada, Louis Béthune, Michal Klein, David Grangier, marco cuturi, Pierre Ablin
- Submitted to ICLR 2026
- Readers: Everyone
Mind the Gap: a Spectral Analysis of Rank Collapse and Signal Propagation in Attention Layers
Thiziri Nait Saada, Alireza Naderi, Jared Tanner
- ICML 2025 poster
- Readers: Everyone
Mind the Gap: a Spectral Analysis of Rank Collapse and Signal Propagation in Transformers
Alireza Naderi, Thiziri Nait Saada, Jared Tanner
- Submitted to ICLR 2025
- Readers: Everyone
CARMIL: Context-Aware Regularization on Multiple Instance Learning models for Whole Slide Images
Thiziri Nait Saada, Valentina Di-Proietto, Katharina Von Loga, Benoit Schmauch, Lucas Fidon
- COMPAYL 2024
- Readers: Everyone
Beyond IID weights: sparse and low-rank deep Neural Networks are also Gaussian Processes
Thiziri Nait Saada, Alireza Naderi, Jared Tanner
- ICLR 2024 poster
- Readers: Everyone

Co-Authors