{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:IM33UQCUBBOH5XQA4MCTLHUVK6","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":"bc21dd4a4f322291c9090b501ed691ba354fbf7698e2c3328629bfb40674c687","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2018-09-24T19:40:25Z","title_canon_sha256":"f6a9871ab41ab5937e1080386f1ae0a525fa5c06d05abf97476a9a8d74b86629"},"schema_version":"1.0","source":{"id":"1809.10025","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1809.10025","created_at":"2026-05-18T00:04:42Z"},{"alias_kind":"arxiv_version","alias_value":"1809.10025v1","created_at":"2026-05-18T00:04:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1809.10025","created_at":"2026-05-18T00:04:42Z"},{"alias_kind":"pith_short_12","alias_value":"IM33UQCUBBOH","created_at":"2026-05-18T12:32:31Z"},{"alias_kind":"pith_short_16","alias_value":"IM33UQCUBBOH5XQA","created_at":"2026-05-18T12:32:31Z"},{"alias_kind":"pith_short_8","alias_value":"IM33UQCU","created_at":"2026-05-18T12:32:31Z"}],"graph_snapshots":[{"event_id":"sha256:fdedcdd7c88256da5e2b5fcfc47ee43fc6ac18bc6dde354e9684d69513985a1e","target":"graph","created_at":"2026-05-18T00:04:42Z","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":"Tailoring the presentation of information to the needs of individual students leads to massive gains in student outcomes~\\cite{bloom19842}. This finding is likely due to the fact that different students learn differently, perhaps as a result of variation in ability, interest or other factors~\\cite{schiefele1992interest}. Adapting presentations to the educational needs of an individual has traditionally been the domain of experts, making it expensive and logistically challenging to do at scale, and also leading to inequity in educational outcomes. Increased course sizes and large MOOC enrollmen","authors_text":"Evan Cater, Michael Littman, Sam Saarinen","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2018-09-24T19:40:25Z","title":"Personalized Education at Scale"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1809.10025","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":"sha256:1cb3fb60bf4161b5bc83f8e3a655238fc044954c8ef41ea6ae539350f0378034","target":"record","created_at":"2026-05-18T00:04:42Z","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":"bc21dd4a4f322291c9090b501ed691ba354fbf7698e2c3328629bfb40674c687","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2018-09-24T19:40:25Z","title_canon_sha256":"f6a9871ab41ab5937e1080386f1ae0a525fa5c06d05abf97476a9a8d74b86629"},"schema_version":"1.0","source":{"id":"1809.10025","kind":"arxiv","version":1}},"canonical_sha256":"4337ba4054085c7ede00e305359e9557870ebd86fb46a7958829099d2bf58f65","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4337ba4054085c7ede00e305359e9557870ebd86fb46a7958829099d2bf58f65","first_computed_at":"2026-05-18T00:04:42.837635Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:04:42.837635Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"GhN/rkNb6FqTg5l5xNUQEgKDbet770SpwDkSgbrZZD4OrYGslpjQsi+HYWm83Sd6hSu8SBwD656wfL7I70P0Bg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:04:42.838298Z","signed_message":"canonical_sha256_bytes"},"source_id":"1809.10025","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1cb3fb60bf4161b5bc83f8e3a655238fc044954c8ef41ea6ae539350f0378034","sha256:fdedcdd7c88256da5e2b5fcfc47ee43fc6ac18bc6dde354e9684d69513985a1e"],"state_sha256":"6d1cb745cf94768c9613d3f05ac66c34c3d987129669b83612926afb6f68af3a"}