{"id":180,"date":"2025-05-31T22:06:00","date_gmt":"2025-05-31T22:06:00","guid":{"rendered":"https:\/\/genia.inaf.it\/?p=180"},"modified":"2026-04-24T22:08:31","modified_gmt":"2026-04-24T22:08:31","slug":"hypotesis-generation-verification","status":"publish","type":"post","link":"https:\/\/genia.inaf.it\/?p=180","title":{"rendered":"Hypotesis generation & verification"},"content":{"rendered":"\n

Exp-Bench (P.T.J.Kon et al., 06.2025) – https:\/\/arxiv.org\/abs\/2505.24785<\/a><\/p>\n\n\n\n

NovelSeek – Building Closed-Loop System from Hypothesis to Verification https:\/\/alpha-innovator.github.io\/NovelSeek-project-page\/<\/a> (B.Zhang et al., 05.2025) – https:\/\/arxiv.org\/abs\/2505.16938<\/a><\/p>\n\n\n\n

AI-Researcher: Autonomous Scientific Innovation https:\/\/github.com\/HKUDS\/AI-Researcher<\/a> (J.Tang et al., 05.2025) – https:\/\/arxiv.org\/abs\/2505.18705<\/a><\/p>\n\n\n\n

ML-Agent: Reinforcing LLM Agents for Autonomous ML Engineering (Z.Liu et al., 05.2025) – https:\/\/arxiv.org\/abs\/2505.23723<\/a><\/p>\n\n\n\n

The AI Scientist-v2 https:\/\/github.com\/SakanaAI\/AI-Scientist-v2<\/a> (Y.Yamada et al., 04.2025) – https:\/\/arxiv.org\/abs\/2504.08066<\/a><\/p>\n\n\n\n

Dolphin: Moving Towards Closed-loop Auto-research through Thinking, Practice, and Feedback https:\/\/alpha-innovator.github.io\/Dolphin-project-page\/<\/a> (J.Yuan et al., 04.2025) – https:\/\/arxiv.org\/abs\/2501.03916<\/a><\/p>\n\n\n\n

Sparks of Science: Hypothesis Generation Using Structured Paper Data (C.O’Neill et al., 04.2025) – https:\/\/arxiv.org\/abs\/2504.12976<\/a><\/p>\n\n\n\n

A Survey on Hypothesis Generation for Scientific Discovery in the Era of LLMs (A.K.Alkan et al., 04.2025) – https:\/\/arxiv.org\/abs\/2504.05496v1<\/a><\/p>\n\n\n\n

Can LLMs generate novel research ideas? (C.Li et al., 09.2024) – https:\/\/arxiv.org\/abs\/2409.04109<\/a><\/p>\n\n\n\n

The AI Scientist v1 https:\/\/github.com\/SakanaAI\/AI-Scientist<\/a> (C.Lu et al., 08.2024) – https:\/\/arxiv.org\/abs\/2408.06292<\/a> – https:\/\/sakana.ai\/ai-scientist\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

Exp-Bench (P.T.J.Kon et al., 06.2025) – https:\/\/arxiv.org\/abs\/2505.24785 NovelSeek – Building Closed-Loop System from Hypothesis to Verification https:\/\/alpha-innovator.github.io\/NovelSeek-project-page\/ (B.Zhang et al., 05.2025) – https:\/\/arxiv.org\/abs\/2505.16938 AI-Researcher: Autonomous Scientific Innovation https:\/\/github.com\/HKUDS\/AI-Researcher (J.Tang et al., 05.2025) – https:\/\/arxiv.org\/abs\/2505.18705 ML-Agent: Reinforcing LLM Agents for Autonomous ML Engineering (Z.Liu et al., 05.2025) – https:\/\/arxiv.org\/abs\/2505.23723 The AI Scientist-v2 https:\/\/github.com\/SakanaAI\/AI-Scientist-v2 (Y.Yamada et al., 04.2025) – https:\/\/arxiv.org\/abs\/2504.08066 Dolphin: Moving Towards Closed-loop Auto-research through Thinking, Practice,… <\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[7],"tags":[],"class_list":["post-180","post","type-post","status-publish","format-standard","hentry","category-science-agents"],"acf":[],"_links":{"self":[{"href":"https:\/\/genia.inaf.it\/index.php?rest_route=\/wp\/v2\/posts\/180","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/genia.inaf.it\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/genia.inaf.it\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/genia.inaf.it\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/genia.inaf.it\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=180"}],"version-history":[{"count":1,"href":"https:\/\/genia.inaf.it\/index.php?rest_route=\/wp\/v2\/posts\/180\/revisions"}],"predecessor-version":[{"id":181,"href":"https:\/\/genia.inaf.it\/index.php?rest_route=\/wp\/v2\/posts\/180\/revisions\/181"}],"wp:attachment":[{"href":"https:\/\/genia.inaf.it\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=180"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/genia.inaf.it\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=180"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/genia.inaf.it\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=180"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}