{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:CYGF3LFPK4VG6UMCSX3YRE6KUE","short_pith_number":"pith:CYGF3LFP","canonical_record":{"source":{"id":"2312.06037","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AI","submitted_at":"2023-12-10T23:32:55Z","cross_cats_sorted":[],"title_canon_sha256":"12ace6c0d651cc17706726c327b45f8bd6c64e522e2745dcb9b24b79cfe25666","abstract_canon_sha256":"4e3575d2b43bdb916ed152f2e9512fe65076548a7aa1b59c1c846299c2b7f686"},"schema_version":"1.0"},"canonical_sha256":"160c5dacaf572a6f518295f78893caa1296fd45b11df2a0d19488512d05daecf","source":{"kind":"arxiv","id":"2312.06037","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.06037","created_at":"2026-07-05T07:23:11Z"},{"alias_kind":"arxiv_version","alias_value":"2312.06037v2","created_at":"2026-07-05T07:23:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.06037","created_at":"2026-07-05T07:23:11Z"},{"alias_kind":"pith_short_12","alias_value":"CYGF3LFPK4VG","created_at":"2026-07-05T07:23:11Z"},{"alias_kind":"pith_short_16","alias_value":"CYGF3LFPK4VG6UMC","created_at":"2026-07-05T07:23:11Z"},{"alias_kind":"pith_short_8","alias_value":"CYGF3LFP","created_at":"2026-07-05T07:23:11Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:CYGF3LFPK4VG6UMCSX3YRE6KUE","target":"record","payload":{"canonical_record":{"source":{"id":"2312.06037","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AI","submitted_at":"2023-12-10T23:32:55Z","cross_cats_sorted":[],"title_canon_sha256":"12ace6c0d651cc17706726c327b45f8bd6c64e522e2745dcb9b24b79cfe25666","abstract_canon_sha256":"4e3575d2b43bdb916ed152f2e9512fe65076548a7aa1b59c1c846299c2b7f686"},"schema_version":"1.0"},"canonical_sha256":"160c5dacaf572a6f518295f78893caa1296fd45b11df2a0d19488512d05daecf","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:23:11.071909Z","signature_b64":"o6X6GQszLDn/spmMva/gJycsHKqGVJBbR9sPxXYm4J5y8BUyTQtMOmysCCcYvLTF97LozkOnRtBuOxGsNB57Cg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"160c5dacaf572a6f518295f78893caa1296fd45b11df2a0d19488512d05daecf","last_reissued_at":"2026-07-05T07:23:11.071360Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:23:11.071360Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2312.06037","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:23:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7Tk3HeDFJ6QEdLhPg0xFgH/l7lvXIdfUh0L86Q/utjJPtbaBE48AHLidO9MEdjuMGkSmeJ6s5xo6pw7SCMKsBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T19:05:00.176154Z"},"content_sha256":"12733beef51e78b5096353daf95459a390b3d757b4e808e57f8bfa5b9355566c","schema_version":"1.0","event_id":"sha256:12733beef51e78b5096353daf95459a390b3d757b4e808e57f8bfa5b9355566c"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:CYGF3LFPK4VG6UMCSX3YRE6KUE","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Multimodality of AI for Education: Towards Artificial General Intelligence","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Arne Bewersdorff, Ehsan Latif, Gengchen Mai, Gyeong-Geon Lee, Hui Wang, Lehong Shi, Matthew Nyaaba, Shuchen Guo, Tiaming Liu, Xiaoming Zhai, Yizhu Gao, Zhengliang Liu, Zihao Wu","submitted_at":"2023-12-10T23:32:55Z","abstract_excerpt":"This paper presents a comprehensive examination of how multimodal artificial intelligence (AI) approaches are paving the way towards the realization of Artificial General Intelligence (AGI) in educational contexts. It scrutinizes the evolution and integration of AI in educational systems, emphasizing the crucial role of multimodality, which encompasses auditory, visual, kinesthetic, and linguistic modes of learning. This research delves deeply into the key facets of AGI, including cognitive frameworks, advanced knowledge representation, adaptive learning mechanisms, strategic planning, sophist"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.06037","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":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2312.06037/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:23:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CFeoKWnul2el0dvouR27hFD3nEFRJXNrmT1AgPVsw6RRl99zbfj+crsFZrEAdIHmwuImdRHrp3NYMeSH7Y6+Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T19:05:00.176535Z"},"content_sha256":"8240035082b1167d23df0e709f11e8602b225ef418c9e9dcb895f0ebe08f6223","schema_version":"1.0","event_id":"sha256:8240035082b1167d23df0e709f11e8602b225ef418c9e9dcb895f0ebe08f6223"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/CYGF3LFPK4VG6UMCSX3YRE6KUE/bundle.json","state_url":"https://pith.science/pith/CYGF3LFPK4VG6UMCSX3YRE6KUE/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/CYGF3LFPK4VG6UMCSX3YRE6KUE/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-06T19:05:00Z","links":{"resolver":"https://pith.science/pith/CYGF3LFPK4VG6UMCSX3YRE6KUE","bundle":"https://pith.science/pith/CYGF3LFPK4VG6UMCSX3YRE6KUE/bundle.json","state":"https://pith.science/pith/CYGF3LFPK4VG6UMCSX3YRE6KUE/state.json","well_known_bundle":"https://pith.science/.well-known/pith/CYGF3LFPK4VG6UMCSX3YRE6KUE/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:CYGF3LFPK4VG6UMCSX3YRE6KUE","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":"4e3575d2b43bdb916ed152f2e9512fe65076548a7aa1b59c1c846299c2b7f686","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AI","submitted_at":"2023-12-10T23:32:55Z","title_canon_sha256":"12ace6c0d651cc17706726c327b45f8bd6c64e522e2745dcb9b24b79cfe25666"},"schema_version":"1.0","source":{"id":"2312.06037","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.06037","created_at":"2026-07-05T07:23:11Z"},{"alias_kind":"arxiv_version","alias_value":"2312.06037v2","created_at":"2026-07-05T07:23:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.06037","created_at":"2026-07-05T07:23:11Z"},{"alias_kind":"pith_short_12","alias_value":"CYGF3LFPK4VG","created_at":"2026-07-05T07:23:11Z"},{"alias_kind":"pith_short_16","alias_value":"CYGF3LFPK4VG6UMC","created_at":"2026-07-05T07:23:11Z"},{"alias_kind":"pith_short_8","alias_value":"CYGF3LFP","created_at":"2026-07-05T07:23:11Z"}],"graph_snapshots":[{"event_id":"sha256:8240035082b1167d23df0e709f11e8602b225ef418c9e9dcb895f0ebe08f6223","target":"graph","created_at":"2026-07-05T07:23:11Z","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/2312.06037/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper presents a comprehensive examination of how multimodal artificial intelligence (AI) approaches are paving the way towards the realization of Artificial General Intelligence (AGI) in educational contexts. It scrutinizes the evolution and integration of AI in educational systems, emphasizing the crucial role of multimodality, which encompasses auditory, visual, kinesthetic, and linguistic modes of learning. This research delves deeply into the key facets of AGI, including cognitive frameworks, advanced knowledge representation, adaptive learning mechanisms, strategic planning, sophist","authors_text":"Arne Bewersdorff, Ehsan Latif, Gengchen Mai, Gyeong-Geon Lee, Hui Wang, Lehong Shi, Matthew Nyaaba, Shuchen Guo, Tiaming Liu, Xiaoming Zhai, Yizhu Gao, Zhengliang Liu, Zihao Wu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AI","submitted_at":"2023-12-10T23:32:55Z","title":"Multimodality of AI for Education: Towards Artificial General Intelligence"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.06037","kind":"arxiv","version":2},"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":"sha256:12733beef51e78b5096353daf95459a390b3d757b4e808e57f8bfa5b9355566c","target":"record","created_at":"2026-07-05T07:23:11Z","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":"4e3575d2b43bdb916ed152f2e9512fe65076548a7aa1b59c1c846299c2b7f686","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AI","submitted_at":"2023-12-10T23:32:55Z","title_canon_sha256":"12ace6c0d651cc17706726c327b45f8bd6c64e522e2745dcb9b24b79cfe25666"},"schema_version":"1.0","source":{"id":"2312.06037","kind":"arxiv","version":2}},"canonical_sha256":"160c5dacaf572a6f518295f78893caa1296fd45b11df2a0d19488512d05daecf","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"160c5dacaf572a6f518295f78893caa1296fd45b11df2a0d19488512d05daecf","first_computed_at":"2026-07-05T07:23:11.071360Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:23:11.071360Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"o6X6GQszLDn/spmMva/gJycsHKqGVJBbR9sPxXYm4J5y8BUyTQtMOmysCCcYvLTF97LozkOnRtBuOxGsNB57Cg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:23:11.071909Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.06037","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:12733beef51e78b5096353daf95459a390b3d757b4e808e57f8bfa5b9355566c","sha256:8240035082b1167d23df0e709f11e8602b225ef418c9e9dcb895f0ebe08f6223"],"state_sha256":"468c27c69ba8df231a2ee6ceda65fd9552d95b71dd0687f1714c42e3792fd4c7"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lxh/wf19wMxhphChDrRtOID2DaM6ASZRsi3zVnYfEBLcxn4AjeMzbfzRvxh9kqgfd8pn9gc3dvviOdPHL4g/Cg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T19:05:00.178500Z","bundle_sha256":"276f8977824bf36d778bbfc2729dbd3772b311ca68c92f8061f19d84b109175e"}}