Research
Our peer-reviewed publications at international venues. We publish openly and believe research should be accessible to all.
Weak-SIGReg: Covariance Regularization for Stable Deep Learning
We introduce a geometric regularizer that enforces covariance isotropy to rescue ViTs and deep MLPs from optimization collapse without architectural hacks.
Iterative Layer Pruning for Efficient Translation Inference
This paper describes our submission to The Tenth Conference on Machine Translation (WMT25)
Language Surgery in Multilingual Large Language Models
How Researchers are Performing Precision Control on Multilingual LLMs. Accepted at Multilingual Representation Learning (MRL) Workshop at ACL 2025
Bemba Speech Translation: Exploring a Low-Resource African Language
This paper describes our submission to the International Conference on Spoken Language Translation (IWSLT 2025)
Early Study: Self-Perturbation Learning for Verifying Mathematical Reasoning
Imagine "2 truth and a lie", but formalized as ML training objective. Accepted at The 10th International Conference on Computer Science and Computational Intelligence (ICCSCI 2025)