Peiyuan Liu

9 papers at tracked venues · 7 at CORE A* · active 2024–2025

DBLP profile ↗ORCID search ↗

Venues

AAAI ×2 ICML ×2 ICLR ×1 IJCAI ×1 IROS ×1 NeurIPS ×1 WWW ×1

Frequent coauthors

Tao Dai

×8

Naiqi Li

×7

Shu-Tao Xia

×7

Jigang Bao

×4

Yong Jiang

×4

Yifan Hu

×3

Beiliang Wu

×3

Dawei Cheng

×2

Peng Zhu

×1

Hang Guo

×1

Xudong Ren

×1

Yuqiu Xie

×1

Papers

Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting
AAAI 2025 ·
Yifan Hu
, Peiyuan Liu,
Peng Zhu
,
Dawei Cheng
,
Tao Dai
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning
AAAI 2025 · Peiyuan Liu,
Hang Guo
,
Tao Dai
,
Naiqi Li
,
Jigang Bao
,
Xudong Ren
,
Yong Jiang
,
Shu-Tao Xia
Efficient Differentiable Approximation of Generalized Low-rank Regularization
IJCAI 2025 ·
Naiqi Li
,
Yuqiu Xie
, Peiyuan Liu,
Tao Dai
,
Yong Jiang
,
Shutao Xia
Embodied Escaping: End-to-End Reinforcement Learning for Robot Navigation in Narrow Environment
IROS 2025 ·
Han Zheng
,
Jiale Zhang
,
Mingyang Jiang
, Peiyuan Liu,
Danni Liu
,
Tong Qin
,
Ming Yang
MERA: Mixture of Experts with Retrieval-Augmented Representation for Modeling Diversified Stock Patterns
WWW 2025 ·
YuJun Liu
,
Chen-Hui Song
, Peiyuan Liu,
Naiqi Li
,
Tao Dai
,
Jigang Bao
,
Yong Jiang
,
Shu-Tao Xia
TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting
ICML 2025 · Peiyuan Liu,
Beiliang Wu
,
Yifan Hu
,
Naiqi Li
,
Tao Dai
,
Jigang Bao
,
Shu-Tao Xia
TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting
ICML 2025 ·
Yifan Hu
,
Guibin Zhang
, Peiyuan Liu,
Disen Lan
,
Naiqi Li
,
Dawei Cheng
,
Tao Dai
,
Shu-Tao Xia
,
Shirui Pan
DDN: Dual-domain Dynamic Normalization for Non-stationary Time Series Forecasting
NeurIPS 2024 ·
Tao Dai
,
Beiliang Wu
, Peiyuan Liu,
Naiqi Li
,
Xue Yuerong
,
Shu-Tao Xia
,
Zexuan Zhu
Periodicity Decoupling Framework for Long-term Series Forecasting
ICLR 2024 ·
Tao Dai
,
Beiliang Wu
, Peiyuan Liu,
Naiqi Li
,
Jigang Bao
,
Yong Jiang
,
Shu-Tao Xia