Hamza Mohammed (Preferred)
Hamza Mohammed
Researcher, Samsung
- Joined May 2024
Names
Emails
****@berkeley.edu (Confirmed)
Personal Links
Career & Education History
Researcher
Samsung (samsung.com)
2023 – Present
Undergrad student
College of Engineering, University of California, Berkeley (berkeley.edu)
2018 – 2022
Advisors, Relations & Conflicts
Expertise
efficient vision-language models, memory-efficient transformers, long-context processing
2024 – Present
multi-agent systems, automated software testing, test case generation, software quality assurance, multi-agent communication, agent evaluation protocols
2024 – Present
context retrieval, knowledge integration in AI systems, multi-modal retrieval, graph-based retrieval systems
2024 – Present
Large Language Models, Preference Optimization, Fine-Tuning
2023 – Present
sparse attention mechanisms, dynamic sparse attention, adaptive KV-cache compression
2023 – Present
edge device deployment, on-device inference, hardware-aware model optimization, efficient transformer architectures, resource-efficient agent-based approaches, constrained VRAM environments, efficient inference
2022 – Present
Image and Video Segmentation, ViTs, Model Distillation and Pruning, Object Tracking, 4D compact representation
2022 – Present