PinnedNouswise: How to Be Your BestNouswise is a new search engine that searches through the sources you want to focus on, empowered with a stack of AI, nouswise unlocks the…May 16, 2024May 16, 2024
SparseTSF: Modeling Long-term Time Series Forecasting with 1k ParametersThis article describes a time series forecasting architecture with less than 1000 parameters (incredibly low) that is showing efficient and…Nov 3, 2024Nov 3, 2024
Published inTowards AILLM-Mixer: Multiscale Mixing in LLMs for Time Series ForecastingIntegrating multiscale time-series decomposition with pre-trained large language models (LLMs) to capture both short-term fluctuations and…Oct 23, 20241Oct 23, 20241
Published inTowards AIDiffusion Auto-Regressive Transformer For Effective Self-Supervised Time Series ForecastingTimeDART, a generative self-supervised method that integrates diffusion and auto-regressive modeling for time series forecasting tasks.Oct 19, 20241Oct 19, 20241
Published inTowards AIAre Language Models Actually Useful for Time Series Forecasting?We’ve seen huge progress in language models but what about Time Series tasks like forecasting? This article covers whether We can benefit…Jul 21, 20241Jul 21, 20241
Published inTowards AIToken-wise Influential Training Data Retrieval for Large Language ModelsThis paper presents RapidIn, a framework designed to estimate the influence of specific training data on the outputs of Large Language…Jun 4, 2024Jun 4, 2024
Published inTowards AISOFTS: Efficient Multivariate Time Series Forecasting with Series-Core FusionHow SOFTS, a new MLP-based model with the innovative STar Aggregate-Dispatch (STAD) module, achieves state-of-the-art performance in…May 19, 20241May 19, 20241
Published inTowards AIATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series ForecastingThis is a simple but comprehensive explanation of ATFNet, a new deep-learning model for long-term time forecasting. Enjoy!Apr 29, 2024Apr 29, 2024
SimVP: Simpler yet Better Video PredictionThis is going to be a short, not a long story. The story of a simpler model architecture but efficient for video prediction.Oct 23, 2023Oct 23, 2023
Published inTowards AIHow Can We Foresee Our Relationship With AI?Does AI make us dumber or smarter? How can we see our relationship with AI?Oct 6, 20231Oct 6, 20231
