{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:ZSRU332642WNZ55EWHSLPBDFHH","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":"897b4f4f8c9936923a897b4ec7ff0e3e9734318e4cddc666089a263599584928","cross_cats_sorted":["cs.AI","cs.HC","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2022-03-03T18:55:33Z","title_canon_sha256":"49bfd6b3adfc08d1a77504e1c1ec9f2ffbdd084404bbe5d8a71fe08dbe821c72"},"schema_version":"1.0","source":{"id":"2203.03724","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2203.03724","created_at":"2026-07-05T04:02:42Z"},{"alias_kind":"arxiv_version","alias_value":"2203.03724v1","created_at":"2026-07-05T04:02:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2203.03724","created_at":"2026-07-05T04:02:42Z"},{"alias_kind":"pith_short_12","alias_value":"ZSRU332642WN","created_at":"2026-07-05T04:02:42Z"},{"alias_kind":"pith_short_16","alias_value":"ZSRU332642WNZ55E","created_at":"2026-07-05T04:02:42Z"},{"alias_kind":"pith_short_8","alias_value":"ZSRU3326","created_at":"2026-07-05T04:02:42Z"}],"graph_snapshots":[{"event_id":"sha256:91e2f5b582a041edcf38bc26e62694475d08c913aaf71d9421b5934544ef7511","target":"graph","created_at":"2026-07-05T04:02:42Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2203.03724/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Despite artificial intelligence (AI) having transformed major aspects of our society, less than a fraction of its potential has been explored, let alone deployed, for education. AI-powered learning can provide millions of learners with a highly personalized, active and practical learning experience, which is key to successful learning. This is especially relevant in the context of online learning platforms. In this paper, we present the results of a comparative head-to-head study on learning outcomes for two popular online learning platforms (n=199 participants): A MOOC platform following a tr","authors_text":"Adela Matajova, Andrew Barkett, Ansona Onyi Ching, Antoine Frau, Anush Stepanyan, Ariella Smofsky, Arnaud Roussel, Dung Do Vu, Ekaterina Kochmar, Farid Faraji, Francois St-Hilaire, Hossein Sahraei, Iulian Vlad Serban, Joseph Potochny, Junfel Vincent Romano, Kritika Sony, Laurent Charlin, Muhammad Shayan, Nadia Markova, Nathan Burns, Robert Belfer, Robert Larson, Sabina Elkins, Selene Zheng, Seulmin Ahn, Simon Eden-Walker, Stephane Robert, Taylor Glazier, Tommy Delarosbil, Victor Chen, Yoshua Bengio","cross_cats":["cs.AI","cs.HC","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2022-03-03T18:55:33Z","title":"A New Era: Intelligent Tutoring Systems Will Transform Online Learning for Millions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2203.03724","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":"sha256:2f7b07b984a94963dcc4aff3bafe5c8d8f91993e97fb8933bf7bcfaebbf476e1","target":"record","created_at":"2026-07-05T04:02:42Z","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":"897b4f4f8c9936923a897b4ec7ff0e3e9734318e4cddc666089a263599584928","cross_cats_sorted":["cs.AI","cs.HC","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2022-03-03T18:55:33Z","title_canon_sha256":"49bfd6b3adfc08d1a77504e1c1ec9f2ffbdd084404bbe5d8a71fe08dbe821c72"},"schema_version":"1.0","source":{"id":"2203.03724","kind":"arxiv","version":1}},"canonical_sha256":"cca34def5ee6acdcf7a4b1e4b7846539df3b2883757d9663ab7048e007170c28","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cca34def5ee6acdcf7a4b1e4b7846539df3b2883757d9663ab7048e007170c28","first_computed_at":"2026-07-05T04:02:42.885328Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:02:42.885328Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"p+NEXSxdLxIXiDyHyl9FHxwVw+UFd5kG41X21RD12yETFL4pv5Wgq728eWXbE2mSXmLhmpsPHY3lGGBYRRh0DQ==","signature_status":"signed_v1","signed_at":"2026-07-05T04:02:42.885777Z","signed_message":"canonical_sha256_bytes"},"source_id":"2203.03724","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2f7b07b984a94963dcc4aff3bafe5c8d8f91993e97fb8933bf7bcfaebbf476e1","sha256:91e2f5b582a041edcf38bc26e62694475d08c913aaf71d9421b5934544ef7511"],"state_sha256":"90d8e9d726ae519d70a80c40993419270b5f674d202db846c9e56118f527dec4"}