Ruibing Song
4 papers · 2024–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Research topics
Keywords
dynamical system
(4)
energy efficiency
(2)
graph learning
(1)
energy minimization
(1)
neural network optimization
(1)
time series modeling
(1)
distribution shift
(1)
inference optimization
(1)
hierarchical architecture
(1)
large language model
(1)
graph neural network
(1)
nature-powered computing
(1)
computational bottlenecks
(1)
intrinsic electrical signals
(1)
orders-of-magnitude speedups
(1)
model compression
(1)
self-adaptive
(1)
online learning
(1)
Papers
An Expressive and Self-Adaptive Dynamical System for Efficient Function Learning
ICML 2025
DS-LLM: Leveraging Dynamical Systems to Enhance Both Training and Inference of Large Language Models
ICLR 2025
InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems
ICLR 2025
Extending Power of Nature from Binary to Real-Valued Graph Learning in Real World
ICLR 2024