Suvinay Subramanian
4 papers · 2023–2025 · 2 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Top co-authors
Research topics
Keywords
model compression
(3)
neural network pruning
(2)
variance estimation
(1)
structured sparsity
(1)
adam optimizer
(1)
scaling law
(1)
inference optimization
(1)
weight pruning
(1)
parameter efficiency
(1)
model accuracy
(1)
parallel generation
(1)
neural network
(1)
sparsity mask
(1)
n:m sparsity
(1)
sparse pre-training
(1)
speedups
(1)
annotation language
(1)
asynchronous decoding
(1)
instruction-finetuning dataset
(1)
pasta-lang
(1)
Papers
Effective Interplay between Sparsity and Quantization: From Theory to Practice
ICLR 2025
Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding
ICML 2025
The Journey Matters: Average Parameter Count over Pre-training Unifies Sparse and Dense Scaling Laws
ICLR 2025
STEP: Learning N:M Structured Sparsity Masks from Scratch with Precondition
ICML 2023