Sunghyeon Woo
5 papers · 2021–2025 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(12)
Venues
Top co-authors
Research topics
Keywords
large language model
(2)
activation memory
(2)
parameter-efficient fine-tuning
(2)
memory-efficient training
(2)
deep neural network
(1)
low-rank adaptation
(1)
backward propagation
(1)
low-precision quantization
(1)
gradient variance
(1)
mixed precision
(1)
activation compression
(1)
transformer model
(1)
biological neural network
(1)
activation recomputation
(1)
weight transport problem
(1)
activation sharing
(1)
model quantization
(1)
auxiliary activation
(1)
neural network optimization
(1)
training efficiency
(1)
Papers
PaCA: Partial Connection Adaptation for Efficient Fine-Tuning
ICLR 2025
ALAM: Averaged Low-Precision Activation for Memory-Efficient Training of Transformer Models
ICLR 2024
DropBP: Accelerating Fine-Tuning of Large Language Models by Dropping Backward Propagation
NeurIPS 2024
Learning with Auxiliary Activation for Memory-Efficient Training
ICLR 2023
Activation Sharing with Asymmetric Paths Solves Weight Transport Problem without Bidirectional Connection
NeurIPS 2021