{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:7VZV2UVDTRFPP25F7KXC5X54JB","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"11c42e7f4a41b44e4ed4d61ff0d6ff953bc461c6427612aa22fc18401138e5da","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2018-03-13T23:30:35Z","title_canon_sha256":"78a12f1a7b01cb24f304d165c080328a82a7fe4bf86ac312379d6e687b2a8110"},"schema_version":"1.0","source":{"id":"1803.05073","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1803.05073","created_at":"2026-05-18T00:21:02Z"},{"alias_kind":"arxiv_version","alias_value":"1803.05073v1","created_at":"2026-05-18T00:21:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1803.05073","created_at":"2026-05-18T00:21:02Z"},{"alias_kind":"pith_short_12","alias_value":"7VZV2UVDTRFP","created_at":"2026-05-18T12:32:11Z"},{"alias_kind":"pith_short_16","alias_value":"7VZV2UVDTRFPP25F","created_at":"2026-05-18T12:32:11Z"},{"alias_kind":"pith_short_8","alias_value":"7VZV2UVD","created_at":"2026-05-18T12:32:11Z"}],"graph_snapshots":[{"event_id":"sha256:20ede0cfffd4cb877b688f579568d253b0f1c0719a654888a209fa0d7b53d1ab","target":"graph","created_at":"2026-05-18T00:21:02Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"paper":{"abstract_excerpt":"Predicting human performance in interaction tasks allows designers or developers to understand the expected performance of a target interface without actually testing it with real users. In this work, we present a deep neural net to model and predict human performance in performing a sequence of UI tasks. In particular, we focus on a dominant class of tasks, i.e., target selection from a vertical list or menu. We experimented with our deep neural net using a public dataset collected from a desktop laboratory environment and a dataset collected from hundreds of touchscreen smartphone users via ","authors_text":"Gilles Bailly, Samy Bengio, Yang Li","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2018-03-13T23:30:35Z","title":"Predicting Human Performance in Vertical Menu Selection Using Deep Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1803.05073","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:b423ea3a95cd9cb1134ce27fe02a44658013e1c86c7ae53b0302faab589ead29","target":"record","created_at":"2026-05-18T00:21:02Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"11c42e7f4a41b44e4ed4d61ff0d6ff953bc461c6427612aa22fc18401138e5da","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2018-03-13T23:30:35Z","title_canon_sha256":"78a12f1a7b01cb24f304d165c080328a82a7fe4bf86ac312379d6e687b2a8110"},"schema_version":"1.0","source":{"id":"1803.05073","kind":"arxiv","version":1}},"canonical_sha256":"fd735d52a39c4af7eba5faae2edfbc4843863bc8f643c0255e9c6786ed552dc1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fd735d52a39c4af7eba5faae2edfbc4843863bc8f643c0255e9c6786ed552dc1","first_computed_at":"2026-05-18T00:21:02.147158Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:21:02.147158Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tljDBxAbddqTtH42Nn4/6njJBVqd5+ANSdnwIPlE6PvERAc1srvK5PFOzvpfRHt1POIfNCwFJJZpKbUzxFMCBw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:21:02.147795Z","signed_message":"canonical_sha256_bytes"},"source_id":"1803.05073","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b423ea3a95cd9cb1134ce27fe02a44658013e1c86c7ae53b0302faab589ead29","sha256:20ede0cfffd4cb877b688f579568d253b0f1c0719a654888a209fa0d7b53d1ab"],"state_sha256":"30d98069c8dbb837cb0567de24c1809a7bcce06f52a4d365a534e6c2e2a4a563"}