| Timestral: Mistral's time-series foundation models | ✓ Link | 0.4460 | 0.6575 | Timestral-209M (zero-shot) | 2026-10-15 |
| $t_0$: A Time-Series Foundation Model for Forecasting with Context | ✓ Link | 0.4520 | 0.6608 | t0-gamma (zero-shot) | 2026-09-21 |
| GIFT-Eval Leaderboard | ✓ Link | 0.46694417123735016 | 0.6776658411439145 | TiRex-2-Pretrained | 2026-07-01 |
| $t_0$: A Time-Series Foundation Model for Forecasting with Context | ✓ Link | 0.4738 | 0.6865 | t0-beta (zero-shot) | 2026-09-21 |
| PathFM: Fast Generative Forecasting of Multivariate Trajectories | | 0.4818 | 0.7008 | PathFM-300M | 2026-10-15 |
| GIFT-Eval Leaderboard | | 0.48294362691115816 | 0.7069359006427616 | PatchTST-FM-r1 (zero-shot) | 2026-02-06 |
| Timer-S1: A Billion-Scale Time Series Foundation Model with Serial Scaling | | 0.4853 | 0.6934 | Timer-S1 | 2026-03-05 |
| GIFT-Eval Leaderboard | ✓ Link | 0.4854159274376452 | 0.6977934020150602 | Chronos-2 | 2025-10-17 |
| GIFT-Eval Leaderboard | | 0.48657697457966975 | 0.7014944502106818 | FlowState-r1.1 (zero-shot) | 2025-08-07 |
| GIFT-Eval Leaderboard | ✓ Link | 0.4884636932151272 | 0.7157582085433767 | TiRex (zero-shot) | 2025-05-29 |
| GIFT-Eval Leaderboard | ✓ Link | 0.49028809274942975 | 0.7050307775530733 | TimesFM-2.5 (zero-shot) | 2023-10-14 |
| Moirai 2.0: When Less Is More for Time Series Forecasting | ✓ Link | 0.5164 | 0.7281 | Moirai 2.0 R-Small | 2025-11-12 |
| GIFT-Eval Leaderboard | ✓ Link | 0.5172591998402039 | 0.7501141083781525 | Toto Open Base 1.0 (zero-shot) | 2025-05-20 |
| GIFT-Eval Leaderboard | | 0.5327337002899803 | 0.7875044803307811 | TempoPFN (zero-shot) | 2025-10-29 |
| GIFT-Eval Leaderboard | ✓ Link | 0.5441039140993773 | 0.7708766525107541 | TabPFN-TS (zero-shot) | 2025-01-06 |
| TimeBraid: Unifying Time Series and Language for Understanding and Forecasting | ✓ Link | 0.546 | 0.763 | TimeBraid-2.5B | 2026-09-24 |
| Kairos: Towards Adaptive and Generalizable Time Series Foundation Models | ✓ Link | 0.5482 | 0.7422 | Kairos-50M (zero-shot) | 2025-09-30 |
| GIFT-Eval Leaderboard | ✓ Link | 0.5482565788783168 | 0.7981119011665914 | YingLong 300M (zero-shot) | 2025-05-20 |
| GIFT-Eval Leaderboard | ✓ Link | 0.5590377290143805 | 0.7502214897954584 | Sundial Base 128M (zero-shot) | 2025-02-02 |
| Reverso: Efficient Time Series Foundation Models for Zero-shot Forecasting | | 0.6265 | 0.7263 | Reverso-Small (zero-shot) | 2026-02-19 |