Oct 9 22 days ago 01:28 Submit evaluation results for TimeRSI (part 2) # Submit evaluation results for TimeRSI
TimeRSI: Time-Series Foundation Model Deployment Needs a Self-Improving Harness
Time-series foundation models such as TimesFM-3.0 offer strong zero-shot forecasts, but deploying them out of the box is often suboptimal because it overlooks dataset semantics and feedback from past forecast errors. We introduce TimeRSI, a self-improving harness that pairs a frozen foundation model with code agents to evolve the forecasting pipeline around it. In each iteration, agents revise features, model inputs, or forecast corrections, run the model, inspect validation errors, and use the results to guide the next revision. At deployment, a selector uses only outcomes from previously completed windows to choose among the resulting strategies for each new forecast. We confirm that all submitted predictions were generated by TimeRSI’s fully automated deployment loop, customized for each forecasting task.
For more details, please see [TimeRSI on GitHub](https://… 01:28 Submit evaluation results for TimeRSI # Submit evaluation results for TimeRSI
TimeRSI: Time-Series Foundation Model Deployment Needs a Self-Improving Harness
Time-series foundation models such as TimesFM-3.0 offer strong zero-shot forecasts, but deploying them out of the box is often suboptimal because it overlooks dataset semantics and feedback from past forecast errors. We introduce TimeRSI, a self-improving harness that pairs a frozen foundation model with code agents to evolve the forecasting pipeline around it. In each iteration, agents revise features, model inputs, or forecast corrections, run the model, inspect validation errors, and use the results to guide the next revision. At deployment, a selector uses only outcomes from previously completed windows to choose among the resulting strategies for each new forecast. We confirm that all submitted predictions were generated by TimeRSI’s fully automated deployment loop, customized for each forecasting task.
For more details, please see [TimeRSI on GitHub](https://… Oct 5 26 days ago 02:25 Submit evaluation results for ChakraTS (#46 ) zqiao11 +1: shubham-yhatlabs - Submit evaluation results for ChakraTS (0230309642b9b91d7a889a9c78773cbcd418fad1)
- Submit evaluation results for ChakraTS (part 2) (abe6ff575991b76fdd7a4138351d1c8bb3a24dc0)
Co-authored-by: Shubham Agrawal <shubham-yhatlabs@users.noreply.huggingface.co> Sep 30 04:58 Refresh Tabby-Pretrain TIME results: max(H, 128) (#45 ) zqiao11 +1: XSF0528 - Refresh Tabby-Pretrain TIME results: max(H, 128) (f30ae46990a117035bcc9b80e5df3f44c7573c00)
Co-authored-by: shifeng <XSF0528@users.noreply.huggingface.co> 04:58 Refresh Tabby TIME results: seed 42, max(H, 128) (#44 ) zqiao11 +1: XSF0528 - Refresh Tabby TIME results: seed 42, max(H, 128) (c16089b1240b2e51ec140c353a06101246b5b7a0)
Co-authored-by: shifeng <XSF0528@users.noreply.huggingface.co> Sep 28 08:29 Submit evaluation results for QiYao-M (#43 ) zqiao11 +1: chy0 - Submit evaluation results for QiYao-M (75bfd8cd6783d6317731f05376f1a5e501aad870)
Co-authored-by: chy <chy0@users.noreply.huggingface.co> Sep 26 12:15 Submit evaluation results for Fracast-0 (#42 ) zqiao11 +1: ztxtech - Submit evaluation results for Fracast-0 (ac75818a2938418968773ef912004da575c33586)
- Submit evaluation results for Fracast-0 (part 2) (c04be85a3108f901d5a656f3ee7ec5f50baf1f77)
Co-authored-by: Tianxiang Zhan <ztxtech@users.noreply.huggingface.co> Sep 23 03:09 Submit evaluation results for t0_beta (#41 ) zqiao11 +1: LTMeyer - Submit evaluation results for t0_beta (50980f844ad4a4f99e806aaf0f6feca54ffc40c9)
- Submit evaluation results for t0_beta (part 2) (3e7abd583fa44e2dec161ef9058e3aade98e0ac3)
Co-authored-by: Lucas Meyer <LTMeyer@users.noreply.huggingface.co> Sep 16 09:49 Submit evaluation results for Tabby (#40 ) zqiao11 +1: XSF0528 - Submit evaluation results for Tabby (f6c54062676b7f6495aaf02da3a428784010558e)
Co-authored-by: shifeng <XSF0528@users.noreply.huggingface.co> Aug 28 23:37 Submit evaluation results for TimesFM-3 (#39 ) zqiao11 +1: ayujain25 - Submit evaluation results for TimesFM-3 (db9efc24e6767f2677732a4a5817c82b7a026629)
- Submit evaluation results for TimesFM-3 (part 2) (1f3fc6d0ab830409bff057806e26697fbd704964)
- Update TimesFM-3 evaluation outputs (8fac7deb3e06af53def47901791603245643fe5f)
- Update TimesFM-3 evaluation outputs (part 2) (948fe51392e3b4a9cbe77f746a0c0f5616ab4bff)
Co-authored-by: Ayush Jain <ayujain25@users.noreply.huggingface.co> Aug 5 02:43 Submit evaluation results for TS-ICL (#38 ) zqiao11 +1: taharnbl - Submit evaluation results for TS-ICL (89d8f1ec99dff95669887afbf2424badb135515d)
- Submit evaluation results for TS-ICL (part 2) (6b435075f426aa88ab94b21ba30a261ad0a53df4)
Co-authored-by: Tahar Nabil <taharnbl@users.noreply.huggingface.co> Jul 14 13:05 whenxuan: update the benchmark results for litespecformer (#37 ) zqiao11 +1: whenxuan - whenxuan: update the benchmark results for litespecformer (b94185eb3692e076f9dc7a8fc6ab9afa7bb4bfe4)
Co-authored-by: whenxuanwang <whenxuan@users.noreply.huggingface.co> Jul 11 07:36 Add OmniScient results (fine-tuned Chronos-2 derivative, 360 Labs) (#36 ) zqiao11 +1: quickbrownfawkes - Add OmniScient results (fine-tuned Chronos-2 derivative, 360 Labs) (ba2ae424ee35c98b33e50fd84fe0e71660271dbe)
Co-authored-by: Suryansh Srivastava <quickbrownfawkes@users.noreply.huggingface.co> Jun 2 05:53 Rename to PatchTST-FM-Extended (#35 ) - Rename to PatchTST-FM-Extended (f4cdb2e219c23e4579d87779c3ab497590683084) 05:50 Submit evaluation results for PatchTST-FM-Extended (#26 ) zqiao11 +1: YunshiWen - Submit evaluation results for PatchTST-FM-Extended (969b286ab51c95fc4c500ee6d2983fa60515b05a)
Co-authored-by: Yunshi Wen <YunshiWen@users.noreply.huggingface.co> 05:50 Submit evaluation results for PatchTST-FM-R1 (#27 ) zqiao11 +1: YunshiWen - Submit evaluation results for PatchTST-FM-R1 (24cdcce2eddc0dcdecaa95eaae3220ae1adb85ff)
Co-authored-by: Yunshi Wen <YunshiWen@users.noreply.huggingface.co> 05:50 Submit evaluation results for Eidos (#29 ) zqiao11 +1: Twinkles01 - Submit evaluation results for Eidos (53c7a15170d310faf8152328cde3bcb5e07337a1)
Co-authored-by: zxx <Twinkles01@users.noreply.huggingface.co> 05:50 Update evaluation results for Timer-S1 (#31 ) zqiao11 +1: xjjneversaynever - Update evaluation results for Timer-S1 (06fae05443a423406b06bca9aa7c78d14f2cf753)
Co-authored-by: Xingjian Su <xjjneversaynever@users.noreply.huggingface.co> 05:50 Correct Toto 2.0 results for TIME Crypto and Global Influenza refresh (#33 ) zqiao11 +1: chris-lettieri-dd - Correct Toto 2.0 results for TIME Crypto and Global Influenza refresh (d44d43fe3007d0a4b3f84c48f98d72ddf0b176c4)
Co-authored-by: Chris Lettieri <chris-lettieri-dd@users.noreply.huggingface.co> 05:50 Update Crypto/D and Global_Influenza/W results (#34 ) - Update Crypto/D and Global_Influenza/W results (630a3b392e227abdde09f3fd4093234ade4e2c90) May 15 08:27 Submit evaluation results for Toto-2.0-2.5B (#21 ) zqiao11 +1: chris-lettieri-dd - Submit evaluation results for Toto-2.0-2.5B (d31ae5a7362b36c8c7b1ae86b9cde00b42a899c9)
Co-authored-by: Chris Lettieri <chris-lettieri-dd@users.noreply.huggingface.co> 08:27 Submit evaluation results for Toto-2.0-1B (#22 ) zqiao11 +1: chris-lettieri-dd - Submit evaluation results for Toto-2.0-1B (5c8df83b9184e0dd0ac7453b8910a3958c3ff1b5)
Co-authored-by: Chris Lettieri <chris-lettieri-dd@users.noreply.huggingface.co> 08:27 Submit evaluation results for Toto-2.0-313m (#23 ) zqiao11 +1: chris-lettieri-dd - Submit evaluation results for Toto-2.0-313m (31c5bb03171b0a2ae1007c2a830ea9952ab0a8c2)
Co-authored-by: Chris Lettieri <chris-lettieri-dd@users.noreply.huggingface.co> 08:27 Submit evaluation results for Toto-2.0-22m (#24 ) zqiao11 +1: chris-lettieri-dd - Submit evaluation results for Toto-2.0-22m (fdd6df087c43c4a1ff4eef634f485261cbd87da0)
Co-authored-by: Chris Lettieri <chris-lettieri-dd@users.noreply.huggingface.co> 08:27 Submit evaluation results for Toto-2.0-4m (#25 ) zqiao11 +1: chris-lettieri-dd - Submit evaluation results for Toto-2.0-4m (2c6d7100203d485081c8cfa584db46a187accb91)
Co-authored-by: Chris Lettieri <chris-lettieri-dd@users.noreply.huggingface.co> Apr 3 00:49 Submit evaluation results for Eidos (#13 ) zqiao11 +1: Twinkles01 - Submit evaluation results for Eidos (a607d7f0e062fe767c8d9b80b88b4c3578f0aa28)
Co-authored-by: zxx <Twinkles01@users.noreply.huggingface.co> 00:49 Submit evaluation results for PatchTST-FM-R1 (#14 ) zqiao11 +1: YunshiWen - Submit evaluation results for PatchTST-FM-R1 (57b881f4acede50743a3dd6abb26695dee96e7bc)
Co-authored-by: Yunshi Wen <YunshiWen@users.noreply.huggingface.co> 00:48 Submit evaluation results for PatchTST-FM-TsMix10M (#15 ) zqiao11 +1: YunshiWen - Submit evaluation results for PatchTST-FM-TsMix10M (6fb0e6dbf180554204f362dca12c5c9214577112)
Co-authored-by: Yunshi Wen <YunshiWen@users.noreply.huggingface.co> Mar 13 08:31 Submit evaluation results for Eidos (#12 ) zqiao11 +1: Twinkles01 - Submit evaluation results for Eidos (5bace80f348c814bbcbc031adca11a8b0533698b)
Co-authored-by: zxx <Twinkles01@users.noreply.huggingface.co> Mar 9 07:57 Submit evaluation results for Timer-S1 (#10 ) zqiao11 +1: xjjneversaynever - Submit evaluation results for Timer-S1 (87bdbf38e345fb353999529b37975e3e424fe394)
Co-authored-by: Xingjian Su <xjjneversaynever@users.noreply.huggingface.co> Feb 27 06:49 Rename multiple model folders (#9 ) - Add Moirai_base results folder (94afda63a4f33499cf758adca416887f978141d1)
- Remove old moirai_base folder (b376adbcd02e1bb671c9763c0a00058d87ef5232)
- Add Moirai2 results folder (7cb50d9b1f2acaceb1e306396db4ea8f03a1aba3)
- Remove old moirai2 folder (816854fbea308cb979a3e7549d96ceb5c805a431)
- Add Kairos results folder (ddb250819554f982537cbd3bcd48d360a1df826c)
- Remove old kairos folder (e43afe5ad1d0e63eb7545fccb227655a6decc43c)
- Add Toto results folder (7ae06dbe4f2c16dfa24b076b087181839cd19c3e)
- Remove old ToTo folder (d79f1fd1af86e145d6de7efe0fde8ac541f9add5)
- Add Chronos-bolt results folder (d7113b0b73a6ae96720ff2740cadac04ef45140d)
- Remove old chronos_bolt_base folder (905a8ef5be259a6e79220f2f30d6d3171107dd49) 06:33 Rename chronos2_base to Chronos-2 (#7 ) - Add Chronos-2 results folder (f212f2c8f0e7242fc7f4adea01262f4f204b2588)
- Remove old chronos2_base folder (a6f8e15a3d712f01324a539cbe89e70e8b909190) Feb 22 05:03 Upload TiRex results (#4 ) - Upload TiRex results (7c0bccb36a6e86298e91eb8b964029bec075fd7c) 04:33 Update chronos_bolt_base results (#3 ) - Update chronos_bolt_base results (37a81267ff8fb7b2bdf6816963c57057125c7568) 04:24 Update chronos2_base results (#2 ) - Update chronos2_base results (8f3dfae0e3a1ce11f1d9836ff2896d4bf7200734) Feb 9 15:51 Initial upload of results 
