Nathan Susanj

Researcher, Amazon

Joined

October 2024

Names

Nathan Susanj (Preferred)

Emails

****@amazon.com (Confirmed)

Personal Links

Career & Education History

Researcher

Amazon (amazon.com)

2020 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

No areas of expertise listed

Publications

Introducing Accurate 4-Bit Quantization with Hyperspherical Architecture
Dancheng Liu, Chayut Thanapirom, Denis Filimonov, Nicolas Anastassacos, Jinjun Xiong, Mingzhi Yu, Chankrisna Richy Meas, SriKrishna Kompella, Jing Liu, Nathan Susanj
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Context-Driven Dynamic Pruning for Large Speech Foundation Models
Masao Someki, Shikhar Bharadwaj, Atharva Anand Joshi, Chyi-Jiunn Lin, Jinchuan Tian, Jee-weon Jung, Markus Müller, Nathan Susanj, Jing Liu, Shinji Watanabe
- SpeechAI TTIC 2025 OralorPoster
- Readers: Everyone
SharpZO: Hybrid Sharpness-Aware Vision Language Model Prompt Tuning via Forward-Only Passes
Yifan Yang, Zhen Zhang, Rupak Vignesh Swaminathan, Jing Liu, Nathan Susanj, Zheng Zhang
- NeurIPS 2025 poster
- Readers: Everyone
Wanda++: Pruning Large Language Models via Regional Gradients
Yifan Yang, Kai Zhen, Bhavana Ganesh, Aram Galstyan, Goeric Huybrechts, Markus Müller, Jonas M. Kübler, Rupak Vignesh Swaminathan, Athanasios Mouchtaris, Sravan Babu Bodapati, Nathan Susanj, Zheng Zhang, Jack FitzGerald, Abhishek Kumar
- SLLM
- Readers: Everyone

Co-Authors

View all 30 co-authors