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2020 – today
- 2026
[i12]Viresh Pati, Yubin Kim, Vinh Pham, Jevon Twitty, Shihao Yang, Jiecheng Lu:
CAPS: Unifying Attention, Recurrence, and Alignment in Transformer-based Time Series Forecasting. CoRR abs/2602.02729 (2026)- [i11]Jiecheng Lu, Xu Han, Yan Sun, Viresh Pati, Yubin Kim, Siddhartha Somani, Shihao Yang:
ZeroS: Zero-Sum Linear Attention for Efficient Transformers. CoRR abs/2602.05230 (2026) - [i10]Jiecheng Lu, Shihao Yang:
Free Energy Mixer. CoRR abs/2602.07160 (2026) - [i9]Yubin Kim, Viresh Pati, Jevon Twitty, Vinh Pham, Shihao Yang, Jiecheng Lu:
StretchTime: Adaptive Time Series Forecasting via Symplectic Attention. CoRR abs/2602.08983 (2026) - [i8]Jiecheng Lu, Shihao Yang:
HyperMLP: An Integrated Perspective for Sequence Modeling. CoRR abs/2602.12601 (2026) - [i7]Jevon Twitty, Vinh Pham, Nitiwith Rotchanarak, Viresh Pati, Yubin Kim, Shihao Yang, Jiecheng Lu:
Beyond Similarity: Temporal Operator Attention for Time Series Analysis. CoRR abs/2605.11287 (2026) - [i6]Jiecheng Lu, Jieqi Di, Runhua Wu, Yuwei Zhou:
CAST: Causal Anchored Simplex Transport for Distribution-Valued Time Series. CoRR abs/2605.16919 (2026) - 2025
- [c5]Jiecheng Lu, Yan Sun, Shihao Yang:
In-context Time Series Predictor. ICLR 2025 - [c4]Jiecheng Lu, Shihao Yang:
Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting. ICML 2025 - [c3]Jiecheng Lu, Xu Han, Yan Sun, Shihao Yang:
WAVE: Weighted Autoregressive Varying Gate for Time Series Forecasting. ICML 2025 - [i5]Jiecheng Lu, Shihao Yang:
Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting. CoRR abs/2502.07244 (2025) - 2024
- [c2]Jiecheng Lu, Xu Han, Shihao Yang:
ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning. ICLR 2024 - [c1]Jiecheng Lu, Xu Han, Yan Sun, Shihao Yang:
CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables. ICML 2024: 32990-33006 - [i4]Jiecheng Lu, Xu Han, Yan Sun, Shihao Yang:
CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables. CoRR abs/2403.01673 (2024) - [i3]Jiecheng Lu, Yan Sun, Shihao Yang:
In-context Time Series Predictor. CoRR abs/2405.14982 (2024) - [i2]Jiecheng Lu, Xu Han, Yan Sun, Shihao Yang:
Autoregressive Moving-average Attention Mechanism for Time Series Forecasting. CoRR abs/2410.03159 (2024) - 2023
- [i1]Jiecheng Lu, Xu Han, Shihao Yang:
ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning. CoRR abs/2310.09488 (2023)
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