├── .gitignore ├── LICENSE ├── README.md ├── assets ├── framework.png └── main_result.png ├── automind ├── __init__.py ├── agent.py ├── backend │ ├── __init__.py │ ├── all-MiniLM-L6-v2 │ │ └── .gitkeep │ ├── backend_openai.py │ └── utils.py ├── coder.py ├── data_analyzer.py ├── improver.py ├── interpreter.py ├── knowledge_retriever.py ├── mlkg │ ├── extraction │ │ ├── 3D-Object-Detection │ │ │ ├── 1711.06396v1.json │ │ │ ├── 1812.05784v2.json │ │ │ ├── 1902.09738v2.json │ │ │ ├── 1903.01864v2.json │ │ │ ├── 1904.01649v1.json │ │ │ ├── 1904.09664v2.json │ │ │ ├── 1910.06528v2.json │ │ │ ├── 1910.13302v3.json │ │ │ ├── 1911.10150v2.json │ │ │ ├── 2004.05679v1.json │ │ │ ├── 2006.11275v2.json │ │ │ ├── 2012.11704v1.json │ │ │ ├── 2103.05073v1.json │ │ │ ├── 2103.15297v1.json │ │ │ ├── 2104.00678v2.json │ │ │ ├── 2104.10956v3.json │ │ │ ├── 2109.02497v2.json │ │ │ ├── 2109.08141v1.json │ │ │ ├── 2110.06922v1.json │ │ │ ├── 2110.06923v1.json │ │ │ ├── 2112.00322v2.json │ │ │ ├── 2203.05625v3.json │ │ │ ├── 2203.10981v2.json │ │ │ ├── 2204.12463v1.json │ │ │ ├── 2205.07403v5.json │ │ │ ├── 2206.10092v2.json │ │ │ ├── 2206.15398v6.json │ │ │ ├── 2208.11112v4.json │ │ │ ├── 2209.05588v1.json │ │ │ ├── 2303.02314v1.json │ │ │ ├── 2303.03595v2.json │ │ │ └── 2305.04925v1.json │ │ ├── Additional │ │ │ ├── 2105.02605v3.json │ │ │ ├── 2205.10282v2.json │ │ │ ├── 2210.14709v2.json │ │ │ ├── 2302.11050v1.json │ │ │ └── 2305.12268v1.json │ │ ├── AnomalyDetection │ │ │ ├── 2111.09099v6.json │ │ │ ├── 2201.10703v2.json │ │ │ ├── 2203.03962v1.json │ │ │ ├── 2206.06602v4.json │ │ │ ├── 2207.07361v1.json │ │ │ ├── 2210.09693v2.json │ │ │ ├── 2303.00601v2.json │ │ │ ├── 2303.14535v3.json │ │ │ ├── 2303.15140v2.json │ │ │ ├── 2305.16713v3.json │ │ │ ├── 2308.15300v1.json │ │ │ └── 2403.05897v1.json │ │ ├── DeepDTA │ │ │ ├── 1801.10193v2.json │ │ │ ├── 1902.04166v1.json │ │ │ ├── 1911.04738v1.json │ │ │ └── 2004.11424v1.json │ │ ├── EdgeClassification │ │ │ ├── 1612.01337v2.json │ │ │ ├── 2002.04180v2.json │ │ │ ├── 2010.13737v2.json │ │ │ ├── 2205.11322v2.json │ │ │ ├── 2306.11330v2.json │ │ │ ├── 2405.01844v3.json │ │ │ ├── 2409.08943v1.json │ │ │ ├── 2410.10285v2.json │ │ │ ├── 2412.08310v1.json │ │ │ ├── 2502.15699v1.json │ │ │ ├── llm_2410.10285v2.json │ │ │ └── llm_llm_2410.10285v2.json │ │ ├── HeterogeneousGraph │ │ │ ├── 1903.07293v2.json │ │ │ ├── 2002.01680v2.json │ │ │ ├── 2003.01332v1.json │ │ │ ├── 2005.13183v3.json │ │ │ ├── 2205.09753v2.json │ │ │ ├── 2207.02547v3.json │ │ │ ├── 2208.06129v1.json │ │ │ ├── 2208.09957v2.json │ │ │ ├── 2302.11329v2.json │ │ │ ├── 2312.01878v8.json │ │ │ └── 2312.11947v1.json │ │ ├── LinkPrediction │ │ │ ├── 1812.04206v2.json │ │ │ ├── 2010.10046v1.json │ │ │ ├── 2106.06935v4.json │ │ │ ├── 2208.00850v3.json │ │ │ ├── 2209.15486v3.json │ │ │ ├── 2401.13227v3.json │ │ │ ├── 2406.07979v2.json │ │ │ ├── 2410.04013v1.json │ │ │ ├── 2411.01410v1.json │ │ │ ├── 2411.07482v3.json │ │ │ └── 2412.00261v1.json │ │ ├── PEFT │ │ │ ├── 2205.05638.json │ │ │ ├── 2301.01821.json │ │ │ ├── 2402.12354.json │ │ │ ├── 2406.09044.json │ │ │ └── 2407.05000.json │ │ ├── Pretrain │ │ │ ├── 2006.15437.json │ │ │ ├── 2107.03936v2.json │ │ │ ├── 2110.07728v2.json │ │ │ ├── 2110.13567v2.json │ │ │ ├── 2202.03104v3.json │ │ │ ├── 2205.10803v3.json │ │ │ ├── 2205.12454v4.json │ │ │ ├── 2304.04779v1.json │ │ │ ├── 2311.15317v5.json │ │ │ └── 2312.16855v1.json │ │ ├── TAG │ │ │ ├── 2012.09699v2.json │ │ │ ├── 2101.06323v3.json │ │ │ ├── 2105.02605v3.json │ │ │ ├── 2106.03893v3.json │ │ │ ├── 2106.05234v5.json │ │ │ ├── 2112.11070v1.json │ │ │ ├── 2202.08455v1.json │ │ │ ├── 2205.10282v2.json │ │ │ ├── 2205.12454v4.json │ │ │ ├── 2209.07972v1.json │ │ │ ├── 2210.14709v2.json │ │ │ ├── 2302.11050v1.json │ │ │ ├── 2305.12268v1.json │ │ │ ├── 2305.19523v5.json │ │ │ ├── 2307.03393v4.json │ │ │ ├── 2308.07134v5.json │ │ │ ├── 2310.00149v3.json │ │ │ ├── 2402.07630v3.json │ │ │ ├── 2402.16240v2.json │ │ │ ├── 2nd.json │ │ │ ├── llm_2012.09699v2.json │ │ │ ├── llm_2101.06323v3.json │ │ │ ├── llm_2106.03893v3.json │ │ │ ├── llm_2106.05234v5.json │ │ │ ├── llm_2112.11070v1.json │ │ │ ├── llm_2202.08455v1.json │ │ │ ├── llm_2205.12454v4.json │ │ │ ├── llm_2209.07972v1.json │ │ │ ├── llm_2305.19523v5.json │ │ │ ├── llm_2307.03393v4.json │ │ │ ├── llm_2308.07134v5.json │ │ │ ├── llm_2310.00149v3.json │ │ │ ├── llm_2402.07630v3.json │ │ │ └── llm_2402.16240v2.json │ │ ├── TimeSeries │ │ │ ├── 2106.06947v1.json │ │ │ ├── 2106.09305v3.json │ │ │ ├── 2106.10466v4.json │ │ │ ├── 2201.12886v6.json │ │ │ ├── 2202.01575v3.json │ │ │ ├── 2203.03991v1.json │ │ │ ├── 2310.06625v4.json │ │ │ ├── 2311.06190v1.json │ │ │ ├── 2402.10635v1.json │ │ │ └── 2405.14616v1.json │ │ ├── kdd22 │ │ │ ├── 2009.13092v2.json │ │ │ ├── 2105.08925v3.json │ │ │ ├── 2106.00761v4.json │ │ │ ├── 2106.07767v4.json │ │ │ ├── 2108.03348v3.json │ │ │ ├── 2108.07926v3.json │ │ │ ├── 2109.06429v2.json │ │ │ ├── 2109.07628v3.json │ │ │ ├── 2110.04866v1.json │ │ │ ├── 2110.14890v2.json │ │ │ ├── 2111.00898v2.json │ │ │ ├── 2112.07030v4.json │ │ │ ├── 2112.10973v2.json │ │ │ ├── 2112.11136v2.json │ │ │ ├── 2112.15089v2.json │ │ │ ├── 2201.07391v3.json │ │ │ ├── 2205.09717v1.json │ │ │ ├── 2205.09721v1.json │ │ │ ├── 2205.09786v3.json │ │ │ ├── 2205.09852v2.json │ │ │ ├── 2205.10218v3.json │ │ │ ├── 2205.10312v2.json │ │ │ ├── 2205.10798v2.json │ │ │ ├── 2205.10803v3.json │ │ │ ├── 2205.11264v2.json │ │ │ ├── 2205.11327v1.json │ │ │ ├── 2205.11648v3.json │ │ │ ├── 2205.11678v1.json │ │ │ ├── 2205.13066v1.json │ │ │ ├── 2205.13947v2.json │ │ │ ├── 2205.13954v2.json │ │ │ ├── 2205.14228v2.json │ │ │ ├── 2205.14358v2.json │ │ │ ├── 2205.14526v1.json │ │ │ ├── 2205.15444v2.json │ │ │ ├── 2205.15896v2.json │ │ │ ├── 2206.00242v5.json │ │ │ ├── 2206.00449v1.json │ │ │ ├── 2206.00783v1.json │ │ │ ├── 2206.01379v1.json │ │ │ ├── 2206.01702v2.json │ │ │ ├── 2206.01909v1.json │ │ │ ├── 2206.02115v1.json │ │ │ ├── 2206.02511v1.json │ │ │ ├── 2206.02663v1.json │ │ │ ├── 2206.02886v2.json │ │ │ ├── 2206.03364v1.json │ │ │ ├── 2206.03426v2.json │ │ │ ├── 2206.03644v2.json │ │ │ ├── 2206.03739v1.json │ │ │ ├── 2206.04153v2.json │ │ │ ├── 2206.04361v1.json │ │ │ ├── 2206.04516v2.json │ │ │ ├── 2206.04726v2.json │ │ │ ├── 2206.04789v1.json │ │ │ ├── 2206.04792v1.json │ │ │ ├── 2206.04838v3.json │ │ │ ├── 2206.04872v1.json │ │ │ ├── 2206.05291v1.json │ │ │ ├── 2206.05311v2.json │ │ │ ├── 2206.05476v1.json │ │ │ ├── 2206.05483v3.json │ │ │ ├── 2206.05558v1.json │ │ │ ├── 2206.05682v1.json │ │ │ ├── 2206.05809v2.json │ │ │ ├── 2206.05941v1.json │ │ │ ├── 2206.06561v4.json │ │ │ ├── 2206.07247v2.json │ │ │ ├── 2206.07743v1.json │ │ │ ├── 2206.07746v3.json │ │ │ ├── 2206.08555v1.json │ │ │ ├── 2206.08646v1.json │ │ │ ├── 2206.08743v1.json │ │ │ ├── 2206.09113v2.json │ │ │ ├── 2206.09363v1.json │ │ │ ├── 2206.10581v1.json │ │ │ ├── 2206.11054v1.json │ │ │ ├── 2206.11064v1.json │ │ │ ├── 2206.11130v1.json │ │ │ ├── 2206.11477v1.json │ │ │ ├── 2206.11972v1.json │ │ │ ├── 2206.12104v1.json │ │ │ ├── 2206.12327v1.json │ │ │ ├── 2206.12401v2.json │ │ │ ├── 2206.12626v1.json │ │ │ ├── 2206.12689v1.json │ │ │ ├── 2206.12705v1.json │ │ │ ├── 2206.12811v1.json │ │ │ ├── 2206.13413v1.json │ │ │ ├── 2206.13746v1.json │ │ │ ├── 2206.13764v1.json │ │ │ ├── 2206.13816v1.json │ │ │ ├── 2206.13980v1.json │ │ │ ├── 2206.14017v2.json │ │ │ ├── 2206.14384v1.json │ │ │ ├── 2206.15005v1.json │ │ │ ├── 2207.00012v4.json │ │ │ ├── 2207.01117v1.json │ │ │ ├── 2207.02590v1.json │ │ │ ├── 2207.02722v1.json │ │ │ ├── 2207.03990v1.json │ │ │ ├── 2207.04049v1.json │ │ │ ├── 2207.05584v2.json │ │ │ ├── 2207.08806v1.json │ │ │ ├── 2207.09051v1.json │ │ │ ├── 2207.09209v4.json │ │ │ ├── 2207.10307v1.json │ │ │ ├── 2207.11122v1.json │ │ │ ├── 2207.13186v1.json │ │ │ ├── 2207.14338v1.json │ │ │ ├── 2208.03903v1.json │ │ │ ├── 2208.06129v1.json │ │ │ ├── 2208.06646v2.json │ │ │ ├── 2208.07239v1.json │ │ │ ├── 2208.07638v1.json │ │ │ ├── 2209.01491v1.json │ │ │ ├── 2209.08767v1.json │ │ │ ├── 2210.05959v1.json │ │ │ ├── 2210.08274v1.json │ │ │ ├── 2210.17292v1.json │ │ │ ├── 2211.06684v1.json │ │ │ ├── 2212.03306v1.json │ │ │ ├── 2301.05466v1.json │ │ │ ├── 2301.09210v1.json │ │ │ └── 2308.06714v1.json │ │ └── kdd23 │ │ │ ├── 2306.07106v1.json │ │ │ ├── 2306.07432v1.json │ │ │ ├── 2306.07812v2.json │ │ │ ├── 2306.07919v1.json │ │ │ ├── 2306.07930v1.json │ │ │ ├── 2306.07994v1.json │ │ │ ├── 2306.08277v1.json │ │ │ ├── 2306.08487v2.json │ │ │ ├── 2306.08604v1.json │ │ │ ├── 2306.08892v1.json │ │ │ ├── 2306.08921v1.json │ │ │ ├── 2306.08967v1.json │ │ │ ├── 2306.09364v4.json │ │ │ ├── 2306.09368v1.json │ │ │ ├── 2306.09614v1.json │ │ │ ├── 2306.09862v3.json │ │ │ ├── 2306.10313v2.json │ │ │ ├── 2306.10347v2.json │ │ │ ├── 2306.10490v1.json │ │ │ ├── 2306.11190v1.json │ │ │ ├── 2306.11216v1.json │ │ │ ├── 2306.11264v1.json │ │ │ ├── 2306.12139v1.json │ │ │ ├── 2306.13102v1.json │ │ │ ├── 2306.13854v1.json │ │ │ ├── 2306.14003v1.json │ │ │ ├── 2306.14009v4.json │ │ │ ├── 2306.14126v1.json │ │ │ ├── 2306.14375v1.json │ │ │ ├── 2306.14393v1.json │ │ │ ├── 2306.14403v1.json │ │ │ ├── 2306.15098v1.json │ │ │ ├── 2306.15154v1.json │ │ │ ├── 2306.15489v3.json │ │ │ ├── 2306.16526v1.json │ │ │ ├── 2307.00077v1.json │ │ │ ├── 2307.00553v2.json │ │ │ ├── 2307.01217v2.json │ │ │ ├── 2307.01504v2.json │ │ │ ├── 2307.02759v1.json │ │ │ ├── 2307.02912v1.json │ │ │ ├── 2307.02946v1.json │ │ │ ├── 2307.04287v1.json │ │ │ ├── 2307.07542v1.json │ │ │ ├── 2307.07832v1.json │ │ │ ├── 2307.08232v1.json │ │ │ ├── 2307.09048v1.json │ │ │ ├── 2307.09296v1.json │ │ │ ├── 2307.09858v1.json │ │ │ ├── 2307.09943v2.json │ │ │ ├── 2307.10171v1.json │ │ │ ├── 2307.11004v1.json │ │ │ ├── 2307.11079v2.json │ │ │ ├── 2307.12756v1.json │ │ │ ├── 2307.15198v1.json │ │ │ ├── 2308.00279v1.json │ │ │ ├── 2308.00535v1.json │ │ │ ├── 2308.01737v1.json │ │ │ ├── 2308.03035v1.json │ │ │ ├── 2308.04637v1.json │ │ │ ├── 2308.04708v1.json │ │ │ ├── 2308.05353v1.json │ │ │ ├── 2308.06480v1.json │ │ │ ├── 2308.10808v1.json │ │ │ ├── 2309.05086v2.json │ │ │ ├── 2310.07477v1.json │ │ │ ├── 2310.13892v1.json │ │ │ └── 2406.19244v1.json │ └── paper_analysis.json ├── planner.py ├── run.py ├── setup.py ├── trajectory.py ├── utils │ ├── __init__.py │ ├── additional_notes.txt │ ├── config.py │ ├── config.yaml │ ├── log.py │ ├── metric.py │ ├── response.py │ ├── serialize.py │ ├── tagged_competition_solutions.jsonl │ ├── taggs_complete.json │ └── tree_export.py └── verifier.py ├── configs └── mlebench.yaml ├── mle-bench ├── .dockerignore ├── .gitattributes ├── .gitignore ├── .pre-commit-config.yaml ├── BaseDockerfile ├── Dockerfile ├── LICENSE ├── README.md ├── SECURITY.md ├── additional_notes.txt ├── agents │ ├── README.md │ ├── aide │ │ ├── Dockerfile │ │ ├── additional_notes.txt │ │ ├── config.yaml │ │ ├── run.sh │ │ ├── src │ │ │ ├── .gitignore │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── aide │ │ │ │ ├── __init__.py │ │ │ │ ├── agent.py │ │ │ │ ├── backend │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── backend_anthropic.py │ │ │ │ │ ├── backend_gdm.py │ │ │ │ │ ├── backend_openai.py │ │ │ │ │ ├── backend_openrouter.py │ │ │ │ │ └── utils.py │ │ │ │ ├── example_tasks │ │ │ │ │ ├── bitcoin_price.md │ │ │ │ │ ├── bitcoin_price │ │ │ │ │ │ └── BTC-USD.csv │ │ │ │ │ ├── house_prices.md │ │ │ │ │ └── house_prices │ │ │ │ │ │ ├── data_description.txt │ │ │ │ │ │ ├── sample_submission.csv │ │ │ │ │ │ └── train.csv │ │ │ │ ├── interpreter.py │ │ │ │ ├── journal.py │ │ │ │ ├── journal2report.py │ │ │ │ ├── run.py │ │ │ │ └── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── config.py │ │ │ │ │ ├── config.yaml │ │ │ │ │ ├── data_preview.py │ │ │ │ │ ├── metric.py │ │ │ │ │ ├── response.py │ │ │ │ │ ├── serialize.py │ │ │ │ │ ├── tree_export.py │ │ │ │ │ └── viz_templates │ │ │ │ │ ├── template.html │ │ │ │ │ └── template.js │ │ │ ├── requirements.txt │ │ │ └── setup.py │ │ └── start.sh │ ├── dummy │ │ ├── Dockerfile │ │ ├── config.yaml │ │ ├── main.py │ │ ├── requirements.txt │ │ └── start.sh │ ├── registry.py │ ├── run.py │ └── utils.py ├── environment │ ├── Dockerfile │ ├── __init__.py │ ├── config │ │ └── container_configs │ │ │ └── default.json │ ├── defaults.py │ ├── entrypoint.sh │ ├── grading_server.py │ ├── instructions.txt │ ├── instructions_obfuscated.txt │ ├── requirements.txt │ ├── utils.py │ └── validate_submission.sh ├── experiments │ ├── competition_categories.csv │ ├── familiarity │ │ ├── .gitattributes │ │ ├── .gitignore │ │ ├── README.md │ │ ├── comps_to_urls.json │ │ ├── familiarity.py │ │ ├── get_discussion_posts.py │ │ └── requirements.txt │ ├── make_submission.py │ └── splits │ │ ├── all.txt │ │ ├── aptos2019-blindness-detection.txt │ │ ├── automind.txt │ │ ├── easy.txt │ │ ├── hard.txt │ │ ├── low.txt │ │ └── medium.txt ├── extras │ ├── README.md │ ├── kernels │ │ ├── download_kernel_references.py │ │ └── download_kernels.py │ ├── plagiarism_detector │ │ ├── .gitignore │ │ ├── analyze.py │ │ ├── dolos_wrapper.mjs │ │ ├── package-lock.json │ │ ├── package.json │ │ └── run.py │ └── rule_violation_detector │ │ ├── analyze.py │ │ ├── prompts.py │ │ └── run.py ├── mlebench │ ├── __init__.py │ ├── cli.py │ ├── competitions │ │ ├── 3d-object-detection-for-autonomous-vehicles │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ ├── mAP_evaluation.py │ │ │ └── prepare.py │ │ ├── AI4Code │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── __init__.py │ │ ├── aerial-cactus-identification │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── alaska2-image-steganalysis │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── aptos2019-blindness-detection │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── billion-word-imputation │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── bms-molecular-translation │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── cassava-leaf-disease-classification │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── cdiscount-image-classification-challenge │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── chaii-hindi-and-tamil-question-answering │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── champs-scalar-coupling │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── denoising-dirty-documents │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── detecting-insults-in-social-commentary │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── dog-breed-identification │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── dogs.py │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── dogs-vs-cats-redux-kernels-edition │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── facebook-recruiting-iii-keyword-extraction │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── freesound-audio-tagging-2019 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ ├── prepare.py │ │ │ └── vocabulary.py │ │ ├── google-quest-challenge │ │ │ ├── checksums.yaml │ │ │ ├── classes.py │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── google-research-identify-contrails-reduce-global-warming │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── h-and-m-personalized-fashion-recommendations │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── herbarium-2020-fgvc7 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── herbarium-2021-fgvc8 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── herbarium-2022-fgvc9 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── histopathologic-cancer-detection │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── hms-harmful-brain-activity-classification │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── constants.py │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kaggle_metric_utilities.py │ │ │ ├── kernels.txt │ │ │ ├── kullback_leibler_divergence.py │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── hotel-id-2021-fgvc8 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── hubmap-kidney-segmentation │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── icecube-neutrinos-in-deep-ice │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── imet-2020-fgvc7 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── inaturalist-2019-fgvc6 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── invasive-species-monitoring │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── iwildcam-2019-fgvc6 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── iwildcam-2020-fgvc7 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── jigsaw-toxic-comment-classification-challenge │ │ │ ├── checksums.yaml │ │ │ ├── classes.py │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── jigsaw-unintended-bias-in-toxicity-classification │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── kuzushiji-recognition │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── kuzushiji_metric.py │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── leaf-classification │ │ │ ├── checksums.yaml │ │ │ ├── classes.py │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── learning-agency-lab-automated-essay-scoring-2 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── lmsys-chatbot-arena │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── ml2021spring-hw2 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── mlsp-2013-birds │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── movie-review-sentiment-analysis-kernels-only │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── multi-modal-gesture-recognition │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ ├── leaderboard_readme.md │ │ │ └── prepare.py │ │ ├── new-york-city-taxi-fare-prediction │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── nfl-player-contact-detection │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── nomad2018-predict-transparent-conductors │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── osic-pulmonary-fibrosis-progression │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── paddy-disease-classification │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── petfinder-pawpularity-score │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── plant-pathology-2020-fgvc7 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── plant-pathology-2021-fgvc8 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── plant-seedlings-classification │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── playground-series-s3e18 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── predict-volcanic-eruptions-ingv-oe │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── random-acts-of-pizza │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── ranzcr-clip-catheter-line-classification │ │ │ ├── checksums.yaml │ │ │ ├── classes.py │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── rsna-2022-cervical-spine-fracture-detection │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── rsna-breast-cancer-detection │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── rsna-miccai-brain-tumor-radiogenomic-classification │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── seti-breakthrough-listen │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── siim-covid19-detection │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── siim-isic-melanoma-classification │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── smartphone-decimeter-2022 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ ├── notebook.py │ │ │ └── prepare.py │ │ ├── spaceship-titanic │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── spooky-author-identification │ │ │ ├── checksums.yaml │ │ │ ├── classes.py │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── stanford-covid-vaccine │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── statoil-iceberg-classifier-challenge │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── tabular-playground-series-dec-2021 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── tabular-playground-series-may-2022 │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── tensorflow-speech-recognition-challenge │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── tensorflow2-question-answering │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── text-normalization-challenge-english-language │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── text-normalization-challenge-russian-language │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── tgs-salt-identification-challenge │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── the-icml-2013-whale-challenge-right-whale-redux │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── tweet-sentiment-extraction │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── us-patent-phrase-to-phrase-matching │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── utils.py │ │ ├── uw-madison-gi-tract-image-segmentation │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── ventilator-pressure-prediction │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── vesuvius-challenge-ink-detection │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ ├── vinbigdata-chest-xray-abnormalities-detection │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ │ └── whale-categorization-playground │ │ │ ├── checksums.yaml │ │ │ ├── config.yaml │ │ │ ├── description.md │ │ │ ├── description_obfuscated.md │ │ │ ├── grade.py │ │ │ ├── kernels.txt │ │ │ ├── leaderboard.csv │ │ │ └── prepare.py │ ├── data.py │ ├── grade.py │ ├── grade_helpers.py │ ├── metrics.py │ ├── registry.py │ └── utils.py ├── pyproject.toml ├── run_agent.py └── start.sh ├── requirements.txt └── scripts ├── build_base_env.sh └── run_mlebench.sh /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/InnovatingAI/AutoMind/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/InnovatingAI/AutoMind/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/InnovatingAI/AutoMind/HEAD/README.md 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