{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:SCBKM3ND36VQUGTUBWMJDIN2YK","short_pith_number":"pith:SCBKM3ND","schema_version":"1.0","canonical_sha256":"9082a66da3dfab0a1a740d9891a1bac2b6970c868f4a4ea5fbfe20acdc9c5974","source":{"kind":"arxiv","id":"2606.03951","version":1},"attestation_state":"computed","paper":{"title":"Demo2Tutorial: From Human Experience to Multimodal Software Tutorials","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Difei Gao, Kevin Qinghong Lin, Mike Zheng Shou, Xiangwu Guo, Xin Wang, Yiqi Lin, Zechen Bai, Zhiheng Chen","submitted_at":"2026-06-02T17:39:07Z","abstract_excerpt":"Human experience in digital environments offers a vast, underexplored resource of authentic, untrimmed interactions that contain rich procedural knowledge. We introduce Demo2Tutorial, a framework that transforms this experience captured via screen recordings and interaction logs into structured, multimodal software tutorials for teaching both humans and agents. Demo2Tutorial first collects human experience via a dedicated recorder, then parses raw experience using a multimodal Action Parser to reconstruct perception, action, and intent. A Step Planner then abstracts these steps into hierarchic"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2606.03951","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2026-06-02T17:39:07Z","cross_cats_sorted":[],"title_canon_sha256":"6ae22ce7dd9502531809eef11e2afc910846e1cdca1b491cb94ce04771d6cb76","abstract_canon_sha256":"02e70ec102db149cd03c45e7a9e63c499f0e9f83f304c9b64d52f2e131a5f900"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-03T02:06:07.813471Z","signature_b64":"ivsQOcqnHEdDWUINLYVeuVkIRLa1N2GQZTUbgn0/DLUMYfXq07O0OFnJ8Z70QGA/TwdoGZgr2G9o0UcSLMgiCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9082a66da3dfab0a1a740d9891a1bac2b6970c868f4a4ea5fbfe20acdc9c5974","last_reissued_at":"2026-06-03T02:06:07.813036Z","signature_status":"signed_v1","first_computed_at":"2026-06-03T02:06:07.813036Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Demo2Tutorial: From Human Experience to Multimodal Software Tutorials","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Difei Gao, Kevin Qinghong Lin, Mike Zheng Shou, Xiangwu Guo, Xin Wang, Yiqi Lin, Zechen Bai, Zhiheng Chen","submitted_at":"2026-06-02T17:39:07Z","abstract_excerpt":"Human experience in digital environments offers a vast, underexplored resource of authentic, untrimmed interactions that contain rich procedural knowledge. We introduce Demo2Tutorial, a framework that transforms this experience captured via screen recordings and interaction logs into structured, multimodal software tutorials for teaching both humans and agents. Demo2Tutorial first collects human experience via a dedicated recorder, then parses raw experience using a multimodal Action Parser to reconstruct perception, action, and intent. A Step Planner then abstracts these steps into hierarchic"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.03951","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2606.03951/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2606.03951","created_at":"2026-06-03T02:06:07.813101+00:00"},{"alias_kind":"arxiv_version","alias_value":"2606.03951v1","created_at":"2026-06-03T02:06:07.813101+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.03951","created_at":"2026-06-03T02:06:07.813101+00:00"},{"alias_kind":"pith_short_12","alias_value":"SCBKM3ND36VQ","created_at":"2026-06-03T02:06:07.813101+00:00"},{"alias_kind":"pith_short_16","alias_value":"SCBKM3ND36VQUGTU","created_at":"2026-06-03T02:06:07.813101+00:00"},{"alias_kind":"pith_short_8","alias_value":"SCBKM3ND","created_at":"2026-06-03T02:06:07.813101+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/SCBKM3ND36VQUGTUBWMJDIN2YK","json":"https://pith.science/pith/SCBKM3ND36VQUGTUBWMJDIN2YK.json","graph_json":"https://pith.science/api/pith-number/SCBKM3ND36VQUGTUBWMJDIN2YK/graph.json","events_json":"https://pith.science/api/pith-number/SCBKM3ND36VQUGTUBWMJDIN2YK/events.json","paper":"https://pith.science/paper/SCBKM3ND"},"agent_actions":{"view_html":"https://pith.science/pith/SCBKM3ND36VQUGTUBWMJDIN2YK","download_json":"https://pith.science/pith/SCBKM3ND36VQUGTUBWMJDIN2YK.json","view_paper":"https://pith.science/paper/SCBKM3ND","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2606.03951&json=true","fetch_graph":"https://pith.science/api/pith-number/SCBKM3ND36VQUGTUBWMJDIN2YK/graph.json","fetch_events":"https://pith.science/api/pith-number/SCBKM3ND36VQUGTUBWMJDIN2YK/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/SCBKM3ND36VQUGTUBWMJDIN2YK/action/timestamp_anchor","attest_storage":"https://pith.science/pith/SCBKM3ND36VQUGTUBWMJDIN2YK/action/storage_attestation","attest_author":"https://pith.science/pith/SCBKM3ND36VQUGTUBWMJDIN2YK/action/author_attestation","sign_citation":"https://pith.science/pith/SCBKM3ND36VQUGTUBWMJDIN2YK/action/citation_signature","submit_replication":"https://pith.science/pith/SCBKM3ND36VQUGTUBWMJDIN2YK/action/replication_record"}},"created_at":"2026-06-03T02:06:07.813101+00:00","updated_at":"2026-06-03T02:06:07.813101+00:00"}