conftrace_

channel independence

10 papers

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Also known as

CI

Co-occurring keywords · papers mentioning both

multivariate time series forecasting (4) time series forecasting (4) channel mixing (2) sequence modeling (2) series-core fusion (1) mlp-based model (1) channel correlation (1) long-term forecasting (1) signed graph (1) transformer encoder (1)

Papers

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 Unifying Channel Independence and Mixing: Multi-Scale Patch Recursion for Global–Local Representation Synergy in Multivariate Time Series Forecasting AAAI 2026 CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting AAAI 2025 Unlocking the Power of LSTM for Long Term 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 NeurIPS 2024 A Time Series is Worth 64 Words: Long-term Forecasting with Transformers ICLR 2023 CHIP: CHannel Independence-based Pruning for Compact Neural Networks NeurIPS 2021