{"adoption": {"forks": 700, "observed_at": "2026-08-28T04:09:29.329676+00:00", "stars": 5759}, "canonical_url": "https://ross.abutalabs.com/products/chronos-forecasting", "card": {"archived": false, "artifact_type": "library", "description": "Chronos: Pretrained Models for Time Series Forecasting", "domain": ["time-series", "machine-learning", "artificial-intelligence", "large-language-models"], "enriched": true, "function": ["machine-learning", "llm-inference", "sdk"], "health_score": 98, "homepage": "https://arxiv.org/abs/2510.15821", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["amazon-science/chronos-forecasting"], "name": "amazon-science/chronos-forecasting", "platform": ["python", "cloud"], "pushed_at": "2026-08-14T10:43:25+00:00", "repo": "amazon-science/chronos-forecasting", "stars": 5759, "tags": ["time-series-forecasting", "foundation-models", "pretrained-models", "zero-shot-forecasting", "huggingface-transformers", "chronos", "gpu"], "topics": ["forecasting", "large-language-models", "llm", "machine-learning", "time-series", "foundation-models", "pretrained-models", "time-series-forecasting", "timeseries", "artificial-intelligence", "huggingface", "huggingface-transformers", "transformers"], "urls": [], "use_cases": ["forecast future values of a time series without training a model", "zero-shot multivariate forecasting with covariates", "generate probabilistic demand or sales forecasts", "deploy a pretrained forecasting model to SageMaker", "benchmark time series forecasting models", "integrate forecasting into pandas workflows"], "what_it_is": "Chronos is a Python library providing pretrained foundation models for time series forecasting, including Chronos-2 which handles univariate, multivariate, and covariate-informed tasks zero-shot. Models are distributed via Hugging Face and deployable to AWS SageMaker and AutoGluon-Cloud.", "when_to_avoid": ["you need interpretable classical statistical methods like ARIMA or ETS", "you have very limited compute and cannot run neural models", "you need online learning or continual model updates", "your data is not time series"], "when_to_choose": ["you need accurate forecasts without task-specific training", "you want state-of-the-art zero-shot performance on multivariate or covariate-informed tasks", "you want fast, memory-efficient inference via Chronos-Bolt models", "you prefer inference-only foundation models over per-dataset model fitting"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/chronos-forecasting", "repo": "amazon-science/chronos-forecasting", "role": "main", "score": 88}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.329676+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:53:15.091123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879e56a2d3130d34dfe432a4bb5772e3f64c1b74b152e933e84956ac54fa1e6d", "fetched_at": "2026-08-28T04:09:29.329676+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amazon-science/chronos-forecasting"}, {"content_hash": "be208cf6ce8a26bba93703360efde8f610e53fb480f6abf8c3ba85920f700c42", "fetched_at": "2026-08-29T08:48:27.097316+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2510.15821"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:48:27.106924+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:48:27.110446+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:48:27.112221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "1bd2cffa0f9b06725c4ba137116321afd7e7c4a97a6b4ec527b4b6c89d84ccd0", "fetched_at": "2026-08-29T08:48:27.113835+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/chronos-forecasting/json"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:48:27.108884+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.329676+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:53:15.091123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879e56a2d3130d34dfe432a4bb5772e3f64c1b74b152e933e84956ac54fa1e6d", "fetched_at": "2026-08-28T04:09:29.329676+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amazon-science/chronos-forecasting"}, {"content_hash": "be208cf6ce8a26bba93703360efde8f610e53fb480f6abf8c3ba85920f700c42", "fetched_at": "2026-08-29T08:48:27.097316+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2510.15821"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:48:27.106924+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:48:27.110446+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:48:27.112221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "1bd2cffa0f9b06725c4ba137116321afd7e7c4a97a6b4ec527b4b6c89d84ccd0", "fetched_at": "2026-08-29T08:48:27.113835+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/chronos-forecasting/json"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:48:27.108884+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:53:15.091123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879e56a2d3130d34dfe432a4bb5772e3f64c1b74b152e933e84956ac54fa1e6d", "fetched_at": "2026-08-28T04:09:29.329676+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amazon-science/chronos-forecasting"}, {"content_hash": "be208cf6ce8a26bba93703360efde8f610e53fb480f6abf8c3ba85920f700c42", "fetched_at": "2026-08-29T08:48:27.097316+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2510.15821"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:48:27.106924+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:48:27.110446+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:48:27.112221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "1bd2cffa0f9b06725c4ba137116321afd7e7c4a97a6b4ec527b4b6c89d84ccd0", "fetched_at": "2026-08-29T08:48:27.113835+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/chronos-forecasting/json"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:48:27.108884+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.329676+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.329676+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.329676+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:53:15.091123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879e56a2d3130d34dfe432a4bb5772e3f64c1b74b152e933e84956ac54fa1e6d", "fetched_at": "2026-08-28T04:09:29.329676+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amazon-science/chronos-forecasting"}, {"content_hash": "be208cf6ce8a26bba93703360efde8f610e53fb480f6abf8c3ba85920f700c42", "fetched_at": "2026-08-29T08:48:27.097316+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2510.15821"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:48:27.106924+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:48:27.110446+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:48:27.112221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "1bd2cffa0f9b06725c4ba137116321afd7e7c4a97a6b4ec527b4b6c89d84ccd0", "fetched_at": "2026-08-29T08:48:27.113835+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/chronos-forecasting/json"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:48:27.108884+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.329676+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.329676+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:53:15.091123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879e56a2d3130d34dfe432a4bb5772e3f64c1b74b152e933e84956ac54fa1e6d", "fetched_at": "2026-08-28T04:09:29.329676+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amazon-science/chronos-forecasting"}, {"content_hash": "be208cf6ce8a26bba93703360efde8f610e53fb480f6abf8c3ba85920f700c42", "fetched_at": "2026-08-29T08:48:27.097316+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2510.15821"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:48:27.106924+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:48:27.110446+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:48:27.112221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "1bd2cffa0f9b06725c4ba137116321afd7e7c4a97a6b4ec527b4b6c89d84ccd0", "fetched_at": "2026-08-29T08:48:27.113835+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/chronos-forecasting/json"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:48:27.108884+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.329676+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.329676+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.329676+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:53:15.091123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879e56a2d3130d34dfe432a4bb5772e3f64c1b74b152e933e84956ac54fa1e6d", "fetched_at": "2026-08-28T04:09:29.329676+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amazon-science/chronos-forecasting"}, {"content_hash": "be208cf6ce8a26bba93703360efde8f610e53fb480f6abf8c3ba85920f700c42", "fetched_at": "2026-08-29T08:48:27.097316+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2510.15821"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:48:27.106924+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:48:27.110446+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:48:27.112221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "1bd2cffa0f9b06725c4ba137116321afd7e7c4a97a6b4ec527b4b6c89d84ccd0", "fetched_at": "2026-08-29T08:48:27.113835+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/chronos-forecasting/json"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:48:27.108884+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.329676+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:29.329676+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:53:15.091123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879e56a2d3130d34dfe432a4bb5772e3f64c1b74b152e933e84956ac54fa1e6d", "fetched_at": "2026-08-28T04:09:29.329676+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amazon-science/chronos-forecasting"}, {"content_hash": "be208cf6ce8a26bba93703360efde8f610e53fb480f6abf8c3ba85920f700c42", "fetched_at": "2026-08-29T08:48:27.097316+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2510.15821"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:48:27.106924+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:48:27.110446+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:48:27.112221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "1bd2cffa0f9b06725c4ba137116321afd7e7c4a97a6b4ec527b4b6c89d84ccd0", "fetched_at": "2026-08-29T08:48:27.113835+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/chronos-forecasting/json"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:48:27.108884+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:53:15.091123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879e56a2d3130d34dfe432a4bb5772e3f64c1b74b152e933e84956ac54fa1e6d", "fetched_at": "2026-08-28T04:09:29.329676+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amazon-science/chronos-forecasting"}, {"content_hash": "be208cf6ce8a26bba93703360efde8f610e53fb480f6abf8c3ba85920f700c42", "fetched_at": "2026-08-29T08:48:27.097316+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2510.15821"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:48:27.106924+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:48:27.110446+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:48:27.112221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "1bd2cffa0f9b06725c4ba137116321afd7e7c4a97a6b4ec527b4b6c89d84ccd0", "fetched_at": "2026-08-29T08:48:27.113835+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/chronos-forecasting/json"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:48:27.108884+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:53:15.091123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879e56a2d3130d34dfe432a4bb5772e3f64c1b74b152e933e84956ac54fa1e6d", "fetched_at": "2026-08-28T04:09:29.329676+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amazon-science/chronos-forecasting"}, {"content_hash": "be208cf6ce8a26bba93703360efde8f610e53fb480f6abf8c3ba85920f700c42", "fetched_at": "2026-08-29T08:48:27.097316+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2510.15821"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:48:27.106924+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:48:27.110446+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:48:27.112221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "1bd2cffa0f9b06725c4ba137116321afd7e7c4a97a6b4ec527b4b6c89d84ccd0", "fetched_at": "2026-08-29T08:48:27.113835+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/chronos-forecasting/json"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:48:27.108884+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:53:15.091123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "879e56a2d3130d34dfe432a4bb5772e3f64c1b74b152e933e84956ac54fa1e6d", "fetched_at": "2026-08-28T04:09:29.329676+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amazon-science/chronos-forecasting"}, {"content_hash": "be208cf6ce8a26bba93703360efde8f610e53fb480f6abf8c3ba85920f700c42", "fetched_at": "2026-08-29T08:48:27.097316+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2510.15821"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:48:27.106924+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:48:27.110446+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:48:27.112221+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "1bd2cffa0f9b06725c4ba137116321afd7e7c4a97a6b4ec527b4b6c89d84ccd0", "fetched_at": "2026-08-29T08:48:27.113835+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/chronos-forecasting/json"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:48:27.108884+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 97, "longevity": 65, "rhythm": 91}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 922, "days_push": 19, "days_rel": 62, "gap_med": 16.5, "n_releases_24m": 15}, "score": 88, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}