AI Horizon Forecast
@aihorizonforecast.skystack.xyz
Explaining complex AI models as clear as daylight.
Focusing on time series and latest AI research.
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Focusing on time series and latest AI research.
This is an automated Substack Account of https://aihorizonforecast.substack.com
Discover more/Create at: @skystack.xyz
MOIRAI-2 Technical Report: Discussing the Recent Advances in Foundation Time Series Models • Exploring the upgraded foundation time series model.
MOIRAI-2 Technical Report: Discussing the Recent Advances in Foundation Time Series Models
Exploring the upgraded foundation time series model.
aihorizonforecast.substack.com
December 1, 2025 at 12:34 AM
MOIRAI-2 Technical Report: Discussing the Recent Advances in Foundation Time Series Models • Exploring the upgraded foundation time series model.
Chronos-2: Cold-Start Forecasting with Short Histories and No Training — A Practical Tutorial • An interesting case with the Chronos-2 foundation model
Chronos-2: Cold-Start Forecasting with Short Histories and No Training — A Practical Tutorial
An interesting case with the Chronos-2 foundation model
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
Chronos-2: Cold-Start Forecasting with Short Histories and No Training — A Practical Tutorial • An interesting case with the Chronos-2 foundation model
Chronos-2: Multivariate Zero-Shot Forecasting with External Covariates • Amazon Research's upgraded model smashed the benchmarks
Chronos-2: Multivariate Zero-Shot Forecasting with External Covariates
Amazon Research's upgraded model smashed the benchmarks
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
Chronos-2: Multivariate Zero-Shot Forecasting with External Covariates • Amazon Research's upgraded model smashed the benchmarks
Chronos-2: Zeroshot Multivariate Forecasting with Covariates — A Practical Tutorial for Retail Forecasting • The popular foundation forecasting model received an upgrade!
Chronos-2: Zeroshot Multivariate Forecasting with Covariates — A Practical Tutorial for Retail Forecasting
The popular foundation forecasting model received an upgrade!
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
Chronos-2: Zeroshot Multivariate Forecasting with Covariates — A Practical Tutorial for Retail Forecasting • The popular foundation forecasting model received an upgrade!
TimesFM-2.5 + External Covariates: A Practical Retail Forecasting Tutorial • Enhancing the popular foundation model with external covariates
TimesFM-2.5 + External Covariates: A Practical Retail Forecasting Tutorial
Enhancing the popular foundation model with external covariates
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
TimesFM-2.5 + External Covariates: A Practical Retail Forecasting Tutorial • Enhancing the popular foundation model with external covariates
Transformers, Time Series, and the Myth of Permutation Invariance • Beware the false prophets of forecasting!
Transformers, Time Series, and the Myth of Permutation Invariance
Beware the false prophets of forecasting!
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
Transformers, Time Series, and the Myth of Permutation Invariance • Beware the false prophets of forecasting!
Adapting Time-Series Foundation Models at Inference Time • TimesFM-ICF: Letting foundation models learn as they predict!
Adapting Time-Series Foundation Models at Inference Time
TimesFM-ICF: Letting foundation models learn as they predict!
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
Adapting Time-Series Foundation Models at Inference Time • TimesFM-ICF: Letting foundation models learn as they predict!
TimesFM-2.5: Hands-On Tutorial with Google's Upgraded Forecasting Model • Google's foundation forecasting model received its 3rd upgrade!
TimesFM-2.5: Hands-On Tutorial with Google's Upgraded Forecasting Model
Google's foundation forecasting model received its 3rd upgrade!
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
TimesFM-2.5: Hands-On Tutorial with Google's Upgraded Forecasting Model • Google's foundation forecasting model received its 3rd upgrade!
Using MOIRAI-2 to Outperform Statistical Models on Sparse Data • A hands-on tutorial with MOIRAI-2 on the BOOM dataset
Using MOIRAI-2 to Outperform Statistical Models on Sparse Data
A hands-on tutorial with MOIRAI-2 on the BOOM dataset
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
Using MOIRAI-2 to Outperform Statistical Models on Sparse Data • A hands-on tutorial with MOIRAI-2 on the BOOM dataset
MOIRAI-2: Faster, Lighter, More Accurate Time-Series forecasting • The flagship foundation forecasting model just got an upgrade!
MOIRAI-2: Faster, Lighter, More Accurate Time-Series forecasting
The flagship foundation forecasting model just got an upgrade!
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
MOIRAI-2: Faster, Lighter, More Accurate Time-Series forecasting • The flagship foundation forecasting model just got an upgrade!
TiRex: LSTMs Take The Lead Again in Time Series Forecasting • A foundation model that challenges the status-quo in time series
TiRex: LSTMs Take The Lead Again in Time Series Forecasting
A foundation model that challenges the status-quo in time series
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
TiRex: LSTMs Take The Lead Again in Time Series Forecasting • A foundation model that challenges the status-quo in time series
Forecast Sparse Data Better: TiRex vs Traditional Models - Practical Tutorial • An xLSTM based foundation model for zero-shot forecasting
Forecast Sparse Data Better: TiRex vs Traditional Models - Practical Tutorial
An xLSTM based foundation model for zero-shot forecasting
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
Forecast Sparse Data Better: TiRex vs Traditional Models - Practical Tutorial • An xLSTM based foundation model for zero-shot forecasting
Toto Part 2: A Hands-On Guide to Zero-Shot Forecasting • 2 practical examples: Electricity Demand and Sparse data forecasting
Toto Part 2: A Hands-On Guide to Zero-Shot Forecasting
2 practical examples: Electricity Demand and Sparse data forecasting
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
Toto Part 2: A Hands-On Guide to Zero-Shot Forecasting • 2 practical examples: Electricity Demand and Sparse data forecasting
Timer-XL: Long-Context Foundation Model for Time-Series Forecasting • A versatile model supporting exogenous variables and varying-length context
Timer-XL: Long-Context Foundation Model for Time-Series Forecasting
A versatile model supporting exogenous variables and varying-length context
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
Timer-XL: Long-Context Foundation Model for Time-Series Forecasting • A versatile model supporting exogenous variables and varying-length context
Retail Forecasting with IBM’s Tiny Time Mixers (TTM): Step-by-Step Tutorial • Putting the popular foundation model to the test!
Retail Forecasting with IBM’s Tiny Time Mixers (TTM): Step-by-Step Tutorial
Putting the popular foundation model to the test!
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
Retail Forecasting with IBM’s Tiny Time Mixers (TTM): Step-by-Step Tutorial • Putting the popular foundation model to the test!
ChronosX: Extending Time-Series Foundation Models to Support Exogenous Variables • A plug-and-play mechanism for Chronos, extending to any foundation TS model
ChronosX: Extending Time-Series Foundation Models to Support Exogenous Variables
A plug-and-play mechanism for Chronos, extending to any foundation TS model
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
ChronosX: Extending Time-Series Foundation Models to Support Exogenous Variables • A plug-and-play mechanism for Chronos, extending to any foundation TS model
Tiny-Time-Mixers R2 (TTM): More Accurate Predictions with Exogenous Feature Mixing - Complete Tutorial • IBM’s open-source foundation model for time-series just got even better!
Tiny-Time-Mixers R2 (TTM): More Accurate Predictions with Exogenous Feature Mixing - Complete Tutorial
IBM’s open-source foundation model for time-series just got even better!
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
Tiny-Time-Mixers R2 (TTM): More Accurate Predictions with Exogenous Feature Mixing - Complete Tutorial • IBM’s open-source foundation model for time-series just got even better!
TabPFN-TS: A Surprising New Breakthrough in Time-Series Forecasting • Pretrained on tabular data, yet ranked #1 on TS Gift-Eval - tutorial included!
TabPFN-TS: A Surprising New Breakthrough in Time-Series Forecasting
Pretrained on tabular data, yet ranked #1 on TS Gift-Eval - tutorial included!
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
TabPFN-TS: A Surprising New Breakthrough in Time-Series Forecasting • Pretrained on tabular data, yet ranked #1 on TS Gift-Eval - tutorial included!
Can We Use DeepSeek-R1 for Time-Series Forecasting? • It exceeded my expectations—here's how (+ tutorial with free API!)
Can We Use DeepSeek-R1 for Time-Series Forecasting?
It exceeded my expectations—here's how (+ tutorial with free API!)
aihorizonforecast.substack.com
November 24, 2025 at 11:09 AM
Can We Use DeepSeek-R1 for Time-Series Forecasting? • It exceeded my expectations—here's how (+ tutorial with free API!)