GitHub 仓库

heliosi-501-corpus-skill

heliosi-501-corpus-skill 收录了来自 huangzesen 的 501 个 skills，并提供仓库级职业覆盖和站内 skill 详情页。

huangzesen 资料在 GitHub 查看

已收集 skills

501

Stars

更新

2026-05-21

Forks

职业覆盖

物理学家天文学家软件开发工程师大气与空间科学家其他物理科学家其他生物科学家材料科学家化学家

10 个职业分类 · 已分类 100%

仓库浏览

这个仓库中的 skills

创作者/仓库/skill

skill

职业分类

描述

更新

heliosi-501-corpus

物理学家

Use when the user asks about HelioSI, the heliophysics paper-skill corpus, the 501-skill corpus, paper-to-skill compilation, generating hypotheses or experiments from heliophysics literature, selecting corpus entries by topic (PFSS, open flux, PSP switchbacks, SEPs, turbulence, solar-wind classification, instruments, MHD, agent-runtime design), or deciding which papers to verify against full text.

2026-05-21

hu-2022-deep-swim-cnn-discontinuities

软件开发工程师

Use when running Deep-SWIM, a semi-supervised CNN pipeline that classifies 5-minute Wind/MFI magnetic-field windows (3s-resampled, B_x/B_y/B_z stacked as channels) as discontinuity vs ambient solar wind. Central paper claim: a four-layer 1D-CNN trained with contrastive learning + pseudo-labeling + Online Hard Example Mining (OHEM) reaches AUC ≈ 0.90 on the held-out validation set and precision 0.52 / recall 0.73 / AUC 0.82 on a one-day expert-hand-labelled test set (2018-11-18), under heavy class imbalance (~15 % discontinuity-positive windows). NeurIPS 2021 Machine Learning and the Physical Sciences workshop (Lamdouar et al. 2022, arXiv:2203.01184). Note: the slug retains a legacy first-author placeholder; the verified lead author is Hala Lamdouar (University of Oxford), not Hu.

2026-05-20

katsavrias-2025-periodic-density-structures-solar-orbiter

软件开发工程师

Use when detecting and cataloguing quasi-Periodic Density Structures (PDSs) in Solar Orbiter density data with Multitaper + wavelet, and quantifying their radial-length-scale evolution between 0.3 and 1 au — central claim is slow-wind PDSs expand at ~10% and fast-wind PDSs compress at ~10% across that range (Katsavrias et al. 2025, arXiv:2511.15518; venue TODO verify).

2026-05-20

sasli-2026-ember-modulated-ion-acoustic-wave-ml

软件开发工程师

Use when running EMBER (Electron heating from Modulated Burst-mode Event Recognition) on PSP FIELDS Digital Burst Memory (DBM) voltage waveforms to detect modulated ion-acoustic waves (mIAWs — including triggered IAWs and frequency-dispersed IAWs) and correlate them with anomalous core-electron heating. Central paper claim: an ensemble of 16 background-only anomaly detectors (physics-motivated + classical outlier + deep-learning), run on log-scaled Fourier spectrograms of DBM bursts from PSP Encounters 6–9 and 15, recovers ≈ 93 % of labelled mIAW events at an estimated 1 % FAR on a curated catalog of 42 anomalous + 496 background spectrograms; flagged intervals show core perpendicular T_e above adiabatic cooling and elevated T_e/T_i ratios, reproducing previously reported heating phenomenology without using temperatures in the detection step. Sasli et al. 2026, arXiv:2605.00162, submitted to Earth and Space Science.

2026-05-20

paper-gottweis-2025-ai-co-scientist-multi-agent-gemini

物理学家

Use when the agent is positioning the consuming agent/manuscript against ai-scientist-system literature, borrowing a agent-runtime-async-tournament design pattern, or auditing a benchmark/manuscript claim related to it - central claim is "A multi-agent system on Gemini 2.0 implementing a generate-debate-evolve loop with asynchronous task execution and tournament-style hypothesis evolution improve" (arXiv preprint 2025).

2026-05-20

paper-liweiwu-2026-ai-co-scientist-ranking-search-models

物理学家

Use when the agent is positioning the consuming agent/manuscript against domain-specific-ai-scientist literature, borrowing a agent-runtime-full-pipeline-cloud design pattern, or auditing a benchmark/manuscript claim related to it - central claim is "An AI Co-Scientist framework automates the full search-ranking research pipeline (idea -> code -> GPU training -> analysis) with single-LLM agents for routine t" (arXiv preprint 2026).

2026-05-20

paper-llmtreesearch-2026-multi-pathogen-disease-forecasting

物理学家

Use when the agent is positioning the consuming agent/manuscript against domain-specific-ai-scientist literature, borrowing a agent-runtime-tree-search-executable-software design pattern, or auditing a benchmark/manuscript claim related to it - central claim is "An autonomous LLM-guided tree-search system iteratively generates, evaluates, and optimizes executable forecasting software for multi-pathogen disease forecasti" (arXiv preprint 2026).

2026-05-20

paper-yin-2024-turing-tests-ai-scientist-benchmark

物理学家

Use when the agent is positioning the consuming agent/manuscript against benchmark literature, borrowing a scientific-discovery-benchmark design pattern, or auditing a benchmark/manuscript claim related to it - central claim is "Seven historically-inspired Turing-style benchmark tests (heliocentric model from celestial observations, laws of motion, vibrating-string ODE, Maxwell's equati" (arXiv preprint 2024).

2026-05-20

badman-2023-pfss-iplmf-evaluation-psp

物理学家

Per-entry paper-skill in wave500_coronal_source_mapping_pfss_045 (HelioSI 501-corpus). See body and metadata.yaml for paper identity and claim boundary.

2026-05-20

badman-2023-prediction-psp-source-13rs

物理学家

Per-entry paper-skill in wave500_coronal_source_mapping_pfss_045 (HelioSI 501-corpus). See body and metadata.yaml for paper identity and claim boundary.