Peiyuan Liu
7 papers · 2024–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π Cross-Pollinator (15) πΊοΈ Taxonomy Completionist (15) π§ Keyword Pioneer π Conference Polyglot (5) π Renaissance Researcher (5)
π
Interdisciplinary Bridge
π
Grand Slam
β‘
Prolific Year
(5)
Conferences
AAAI (2)
ICML (2)
ICLR (1)
IJCAI (1)
NIPS (1)
Top co-authors
Keywords
time series forecasting
(3)
feature extraction
(1)
cross-modal learning
(1)
model architecture
(1)
wavelet transform
(1)
deep learning
(1)
modality alignment
(1)
gradient descent
(1)
singular value decomposition
(1)
non-stationary time series
(1)
nuclear norm
(1)
frequency domain
(1)
model optimization
(1)
temporal pattern
(1)
distribution discrepancy
(1)
differentiable approximation
(1)
cross-modal fine-tuning
(1)
low-rank regularization
(1)
large language model
(1)
neural network
(1)
Papers
TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting
ICML 2025
Efficient Differentiable Approximation of Generalized Low-rank Regularization
IJCAI 2025
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning
AAAI 2025
Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting
AAAI 2025
TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting
ICML 2025
Periodicity Decoupling Framework for Long-term Series Forecasting
ICLR 2024
DDN: Dual-domain Dynamic Normalization for Non-stationary Time Series Forecasting
NIPS 2024