Scholar
Suvinay Subramanian
Google Scholar ID: 54KhKdEAAAAJ
Google
Computer Systems
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Citations & Impact
All-time
Citations
1,506
H-index
14
i10-index
19
Publications
20
Co-authors
18
list available
Contact
Email
suvinay@csail.mit.edu
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Publications
10 items
Characterizing VLA Models: Identifying the Action Generation Bottleneck for Edge AI Architectures
2026
Cited
0
Planned Diffusion
2025
Cited
0
FG-Attn: Leveraging Fine-Grained Sparsity In Diffusion Transformers
2025
Cited
0
Spark Transformer: Reactivating Sparsity in FFN and Attention
2025
Cited
0
Understanding and Optimizing Multi-Stage AI Inference Pipelines
2025
Cited
0
RAGO: Systematic Performance Optimization for Retrieval-Augmented Generation Serving
2025
Cited
0
Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding
2025
Cited
0
The Journey Matters: Average Parameter Count over Pre-training Unifies Sparse and Dense Scaling Laws
2025
Cited
0
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Resume (English only)
Academic Achievements
ICML 2025 (to appear): "Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding"
ISCA 2025 (to appear): "RAGO: Systematic Performance Optimization for Retrieval-Augmented Generation Serving"
ICLR 2025 (Spotlight): "Effective Interplay between Sparsity and Quantization: From Theory to Practice"
ICLR 2025: "The Journey Matters: Average Parameter Count over Pre-training Unifies Sparse and Dense Scaling Laws"
Contributed to multiple high-impact publications on AI inference pipelines, sparsity, and quantization.
Miscellany
Co-hosts the Computer Architecture Podcast with Lisa Hsu.
Enjoys hiking, traveling, cooking, reading, word games, and diverse music genres.
Passionate about Carnatic music; studies Carnatic vocal and the Mridangam (Indian percussion instrument).
Actively supports South Indian arts through operational roles in Bay Area organizations like South India Fine Arts.
Former member of MIT Ohms, a South Asian fusion a cappella group, performing in inter-collegiate competitions and local events.
Co-authors
18 total
Tushar Krishna
Associate Professor, Georgia Tech
Amir Yazdanbakhsh
Research Scientist at Google DeepMind
Co-author 3
Co-author 4
Co-author 5
Hari Balakrishnan
MIT
Anirudh Sivaraman
Associate Professor of Computer Science, New York University
Co-author 8
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