conftrace_

channel independence

9 papers

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Also known as

CI

Co-occurring keywords

multivariate time series forecasting (21) time series forecasting (364) channel mixing (5) sequence modeling (288) series-core fusion (1) mlp-based model (2) channel correlation (5) signed graph (17) transformer encoder (224) siamese network (293)

Papers

Unifying Channel Independence and Mixing: Multi-Scale Patch Recursion for Global–Local Representation Synergy in Multivariate Time Series Forecasting AAAI 2026
C3RL: Rethinking the Combination of Channel-independence and Channel-mixing from Representation Learning AAAI 2026
SEED: Spectral Entropy-Guided Evaluation of Spatial-Temporal Dependencies for Multivariate Time Series Forecasting AAAI 2026
Unlocking the Power of LSTM for Long Term Time Series Forecasting AAAI 2025
CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting AAAI 2025
CI-STHPAN: Pre-trained Attention Network for Stock Selection with Channel-Independent Spatio-Temporal Hypergraph AAAI 2024
SCAT: A Time Series Forecasting with Spectral Central Alternating Transformers IJCAI 2024
SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion NIPS 2024
CHIP: CHannel Independence-based Pruning for Compact Neural Networks NIPS 2021