Ivan Ilin
3 papers · 2024–2025 · 2 conferences · across top CS/AI conferences
Achievements
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Interdisciplinary Bridge
π§
Keyword Pioneer
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Conference Polyglot
(2)
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Cross-Pollinator
(12)
πΊοΈ
Taxonomy Completionist
(10)
Conferences
NIPS (2)
NAACL (1)
Top co-authors
Keywords
neural network optimization
(2)
large language model
(2)
model compression
(2)
asynchronous optimization
(1)
time complexity
(1)
gradient compression
(1)
communication compression
(1)
distributed stochastic gradient descent
(1)
straight-through estimator
(1)
parameter quantization
(1)
bit-width reduction
(1)
quantization-aware training
(1)
hadamard transformation
(1)
model quantization
(1)
vector quantization
(1)
Papers
HIGGS: Pushing the Limits of Large Language Model Quantization via the Linearity Theorem
NAACL 2025
Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity
NIPS 2024
PV-Tuning: Beyond Straight-Through Estimation for Extreme LLM Compression
NIPS 2024