Explainability Matters: Backdoor Attacks on Medical Imaging. - Munachiso Nwadike; Takumi Miyawaki; Esha Sarkar; Michail Maniatakos; Farah Shamout (CoRR, 2021)

Improving Personalisation in Valence and Arousal Prediction using Data Augmentation. - Munachiso Nwadike; Jialin Li; Hanan Salam (CoRR, 2024)

Reducing Hyperparameter Tuning Costs in ML, Vision and Language Model Training Pipelines via Memoization-Awareness. - Abdelmajid Essofi; Ridwan Salahuddeen; Munachiso Nwadike; Elnura Zhalieva; Kun Zhang 001; Eric P. Xing; Willie Neiswanger; Qirong Ho (CoRR, 2024)

Library-Like Behavior In Language Models is Enhanced by Self-Referencing Causal Cycles. - Munachiso Nwadike; Zangir Iklassov; Toluwani Aremu; Tatsuya Hiraoka; Benjamin Heinzerling; Velibor Bojkovic; Hilal AlQuabeh; Martin Takác 001; Kentaro Inui (ACL (1), 2025)

RECALL: Library-Like Behavior In Language Models is Enhanced by Self-Referencing Causal Cycles. - Munachiso Nwadike; Zangir Iklassov; Toluwani Aremu; Tatsuya Hiraoka; Velibor Bojkovic; Benjamin Heinzerling; Hilal Alqaubeh; Martin Takác 001; Kentaro Inui (CoRR, 2025)

Number Representations in LLMs: A Computational Parallel to Human Perception. - H. V. AlquBoj; Hilal AlQuabeh; Velibor Bojkovic; Tatsuya Hiraoka; Ahmed Oumar El-Shangiti; Munachiso Nwadike; Kentaro Inui (CoRR, 2025)

Mechanistic Insights into Grokking from the Embedding Layer. - H. V. AlquBoj; Hilal AlQuabeh; Velibor Bojkovic; Munachiso Nwadike; Kentaro Inui (CoRR, 2025)

Emergence of Primacy and Recency Effect in Mamba: A Mechanistic Point of View. - Muhammad Cendekia Airlangga; Hilal AlQuabeh; Munachiso Nwadike; Kentaro Inui (CoRR, 2025)

Mitigating Watermark Stealing Attacks in Generative Models via Multi-Key Watermarking. - Toluwani Aremu; Noor Hussein; Munachiso Nwadike; Samuele Poppi; Jie Zhang; Karthik Nandakumar; Neil Gong 001; Nils Lukas (CoRR, 2025)