{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2016:D464TGERPT7UVYDCGY5TEM7EAC","short_pith_number":"pith:D464TGER","schema_version":"1.0","canonical_sha256":"1f3dc998917cff4ae062363b3233e400b0e6df6c61c3610521331af9a346861b","source":{"kind":"arxiv","id":"1611.03906","version":2},"attestation_state":"computed","paper":{"title":"Help, It Looks Confusing: GUI Task Automation Through Demonstration and Follow-up Questions","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Daniyar Turmukhambetov, Gabriel J. Brostow, Thanapong Intharah","submitted_at":"2016-11-11T22:38:59Z","abstract_excerpt":"Non-programming users should be able to create their own customized scripts to perform computer-based tasks for them, just by demonstrating to the machine how it's done. To that end, we develop a system prototype which learns-by-demonstration called HILC (Help, It Looks Confusing). Users train HILC to synthesize a task script by demonstrating the task, which produces the needed screenshots and their corresponding mouse-keyboard signals. After the demonstration, the user answers follow-up questions.\n  We propose a user-in-the-loop framework that learns to generate scripts of actions performed o"},"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":"1611.03906","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2016-11-11T22:38:59Z","cross_cats_sorted":[],"title_canon_sha256":"7c7fef82c483353d6c5333be20d3d225e7bf4cab9d79d3faaae4c60d41049200","abstract_canon_sha256":"512ad03a7e02e12709855f983f9d648c7b754e0a43a32fdd407e2f39e40abb92"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:52:54.950646Z","signature_b64":"sA6P8X+qHYMeLJ5+yOp8/Gwj8YoE6mM/zz1NFQwyHTofrincmL4onLb5qa6PJUQJj20EjMKnJd4nYZrEnApYBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1f3dc998917cff4ae062363b3233e400b0e6df6c61c3610521331af9a346861b","last_reissued_at":"2026-05-18T00:52:54.950145Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:52:54.950145Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Help, It Looks Confusing: GUI Task Automation Through Demonstration and Follow-up Questions","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Daniyar Turmukhambetov, Gabriel J. Brostow, Thanapong Intharah","submitted_at":"2016-11-11T22:38:59Z","abstract_excerpt":"Non-programming users should be able to create their own customized scripts to perform computer-based tasks for them, just by demonstrating to the machine how it's done. To that end, we develop a system prototype which learns-by-demonstration called HILC (Help, It Looks Confusing). Users train HILC to synthesize a task script by demonstrating the task, which produces the needed screenshots and their corresponding mouse-keyboard signals. After the demonstration, the user answers follow-up questions.\n  We propose a user-in-the-loop framework that learns to generate scripts of actions performed o"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1611.03906","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"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":"1611.03906","created_at":"2026-05-18T00:52:54.950217+00:00"},{"alias_kind":"arxiv_version","alias_value":"1611.03906v2","created_at":"2026-05-18T00:52:54.950217+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1611.03906","created_at":"2026-05-18T00:52:54.950217+00:00"},{"alias_kind":"pith_short_12","alias_value":"D464TGERPT7U","created_at":"2026-05-18T12:30:09.641336+00:00"},{"alias_kind":"pith_short_16","alias_value":"D464TGERPT7UVYDC","created_at":"2026-05-18T12:30:09.641336+00:00"},{"alias_kind":"pith_short_8","alias_value":"D464TGER","created_at":"2026-05-18T12:30:09.641336+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/D464TGERPT7UVYDCGY5TEM7EAC","json":"https://pith.science/pith/D464TGERPT7UVYDCGY5TEM7EAC.json","graph_json":"https://pith.science/api/pith-number/D464TGERPT7UVYDCGY5TEM7EAC/graph.json","events_json":"https://pith.science/api/pith-number/D464TGERPT7UVYDCGY5TEM7EAC/events.json","paper":"https://pith.science/paper/D464TGER"},"agent_actions":{"view_html":"https://pith.science/pith/D464TGERPT7UVYDCGY5TEM7EAC","download_json":"https://pith.science/pith/D464TGERPT7UVYDCGY5TEM7EAC.json","view_paper":"https://pith.science/paper/D464TGER","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1611.03906&json=true","fetch_graph":"https://pith.science/api/pith-number/D464TGERPT7UVYDCGY5TEM7EAC/graph.json","fetch_events":"https://pith.science/api/pith-number/D464TGERPT7UVYDCGY5TEM7EAC/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/D464TGERPT7UVYDCGY5TEM7EAC/action/timestamp_anchor","attest_storage":"https://pith.science/pith/D464TGERPT7UVYDCGY5TEM7EAC/action/storage_attestation","attest_author":"https://pith.science/pith/D464TGERPT7UVYDCGY5TEM7EAC/action/author_attestation","sign_citation":"https://pith.science/pith/D464TGERPT7UVYDCGY5TEM7EAC/action/citation_signature","submit_replication":"https://pith.science/pith/D464TGERPT7UVYDCGY5TEM7EAC/action/replication_record"}},"created_at":"2026-05-18T00:52:54.950217+00:00","updated_at":"2026-05-18T00:52:54.950217+00:00"}