{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2020:ELCSWECA4QXP3NY3LKY5XWRTLC","short_pith_number":"pith:ELCSWECA","canonical_record":{"source":{"id":"2006.16114","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-th","submitted_at":"2020-06-29T15:24:40Z","cross_cats_sorted":["hep-ph"],"title_canon_sha256":"a453b1d4a7bd10ee041d1f575042fbf00754179554a94d22b62248b4d824850c","abstract_canon_sha256":"33b303ce812909afa578b91b1715ba11bded274b1f7705ee638290e4eb5f0627"},"schema_version":"1.0"},"canonical_sha256":"22c52b1040e42efdb71b5ab1dbda3358ae2b410b42d90ea9a27d8ac3cc8a85cf","source":{"kind":"arxiv","id":"2006.16114","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2006.16114","created_at":"2026-07-05T01:20:19Z"},{"alias_kind":"arxiv_version","alias_value":"2006.16114v2","created_at":"2026-07-05T01:20:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2006.16114","created_at":"2026-07-05T01:20:19Z"},{"alias_kind":"pith_short_12","alias_value":"ELCSWECA4QXP","created_at":"2026-07-05T01:20:19Z"},{"alias_kind":"pith_short_16","alias_value":"ELCSWECA4QXP3NY3","created_at":"2026-07-05T01:20:19Z"},{"alias_kind":"pith_short_8","alias_value":"ELCSWECA","created_at":"2026-07-05T01:20:19Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2020:ELCSWECA4QXP3NY3LKY5XWRTLC","target":"record","payload":{"canonical_record":{"source":{"id":"2006.16114","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-th","submitted_at":"2020-06-29T15:24:40Z","cross_cats_sorted":["hep-ph"],"title_canon_sha256":"a453b1d4a7bd10ee041d1f575042fbf00754179554a94d22b62248b4d824850c","abstract_canon_sha256":"33b303ce812909afa578b91b1715ba11bded274b1f7705ee638290e4eb5f0627"},"schema_version":"1.0"},"canonical_sha256":"22c52b1040e42efdb71b5ab1dbda3358ae2b410b42d90ea9a27d8ac3cc8a85cf","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T01:20:19.544506Z","signature_b64":"XSS5RgbQbma+SszVfvHikYbdSa7zTtpF8lI05gqNhy3JhvubXLHN4m3Ad/qvJkmtW4EdJxmgPCZnOZmeGKEGDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"22c52b1040e42efdb71b5ab1dbda3358ae2b410b42d90ea9a27d8ac3cc8a85cf","last_reissued_at":"2026-07-05T01:20:19.543998Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T01:20:19.543998Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2006.16114","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":"2026-07-05T01:20:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1/PQLQxeNLXfhG2jtGfXW0NsfYHxEy44LRuInaGerB0jmu/0rHd1pujYtuGgqRao7ObTL7JZ08KU/XS83SDGCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T02:04:36.378601Z"},"content_sha256":"b30b5d6ecb388115925008fe7c6d3dae54fe93cae932accfb5f5cf6e7e625607","schema_version":"1.0","event_id":"sha256:b30b5d6ecb388115925008fe7c6d3dae54fe93cae932accfb5f5cf6e7e625607"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2020:ELCSWECA4QXP3NY3LKY5XWRTLC","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Machine Learning Etudes in Conformal Field Theories","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["hep-ph"],"primary_cat":"hep-th","authors_text":"Heng-Yu Chen, M. Zaid Zaz, Shailesh Lal, Yang-Hui He","submitted_at":"2020-06-29T15:24:40Z","abstract_excerpt":"We demonstrate that various aspects of Conformal Field Theory are amenable to machine learning. Relatively modest feed-forward neural networks are able to distinguish between scale and conformal invariance of a three-point function and identify a crossing-symmetric four-point function to nearly a hundred percent accuracy. Furthermore, neural networks are also able to identify conformal blocks appearing in a putative CFT four-point function and predict the values of the corresponding OPE coefficients. Neural networks also successfully classify primary operators by their quantum numbers under di"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2006.16114","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/2006.16114/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":"2026-07-05T01:20:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"K+Tid1PoYGCEWnR6zxnxUripIVAp1CraFIgYguma+r4hkaBIPTahF81ZteTAqm/MQQ4N+RevJBL/uhSgtGr4CA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T02:04:36.379113Z"},"content_sha256":"0f4a16959a39af4139e90dee7808f7aa9900aed6a33a547fa0ff355bb0abe2b0","schema_version":"1.0","event_id":"sha256:0f4a16959a39af4139e90dee7808f7aa9900aed6a33a547fa0ff355bb0abe2b0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ELCSWECA4QXP3NY3LKY5XWRTLC/bundle.json","state_url":"https://pith.science/pith/ELCSWECA4QXP3NY3LKY5XWRTLC/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ELCSWECA4QXP3NY3LKY5XWRTLC/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":"2026-08-03T02:04:36Z","links":{"resolver":"https://pith.science/pith/ELCSWECA4QXP3NY3LKY5XWRTLC","bundle":"https://pith.science/pith/ELCSWECA4QXP3NY3LKY5XWRTLC/bundle.json","state":"https://pith.science/pith/ELCSWECA4QXP3NY3LKY5XWRTLC/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ELCSWECA4QXP3NY3LKY5XWRTLC/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:ELCSWECA4QXP3NY3LKY5XWRTLC","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":"33b303ce812909afa578b91b1715ba11bded274b1f7705ee638290e4eb5f0627","cross_cats_sorted":["hep-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-th","submitted_at":"2020-06-29T15:24:40Z","title_canon_sha256":"a453b1d4a7bd10ee041d1f575042fbf00754179554a94d22b62248b4d824850c"},"schema_version":"1.0","source":{"id":"2006.16114","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2006.16114","created_at":"2026-07-05T01:20:19Z"},{"alias_kind":"arxiv_version","alias_value":"2006.16114v2","created_at":"2026-07-05T01:20:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2006.16114","created_at":"2026-07-05T01:20:19Z"},{"alias_kind":"pith_short_12","alias_value":"ELCSWECA4QXP","created_at":"2026-07-05T01:20:19Z"},{"alias_kind":"pith_short_16","alias_value":"ELCSWECA4QXP3NY3","created_at":"2026-07-05T01:20:19Z"},{"alias_kind":"pith_short_8","alias_value":"ELCSWECA","created_at":"2026-07-05T01:20:19Z"}],"graph_snapshots":[{"event_id":"sha256:0f4a16959a39af4139e90dee7808f7aa9900aed6a33a547fa0ff355bb0abe2b0","target":"graph","created_at":"2026-07-05T01:20:19Z","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/2006.16114/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We demonstrate that various aspects of Conformal Field Theory are amenable to machine learning. Relatively modest feed-forward neural networks are able to distinguish between scale and conformal invariance of a three-point function and identify a crossing-symmetric four-point function to nearly a hundred percent accuracy. Furthermore, neural networks are also able to identify conformal blocks appearing in a putative CFT four-point function and predict the values of the corresponding OPE coefficients. Neural networks also successfully classify primary operators by their quantum numbers under di","authors_text":"Heng-Yu Chen, M. Zaid Zaz, Shailesh Lal, Yang-Hui He","cross_cats":["hep-ph"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-th","submitted_at":"2020-06-29T15:24:40Z","title":"Machine Learning Etudes in Conformal Field Theories"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2006.16114","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:b30b5d6ecb388115925008fe7c6d3dae54fe93cae932accfb5f5cf6e7e625607","target":"record","created_at":"2026-07-05T01:20:19Z","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":"33b303ce812909afa578b91b1715ba11bded274b1f7705ee638290e4eb5f0627","cross_cats_sorted":["hep-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-th","submitted_at":"2020-06-29T15:24:40Z","title_canon_sha256":"a453b1d4a7bd10ee041d1f575042fbf00754179554a94d22b62248b4d824850c"},"schema_version":"1.0","source":{"id":"2006.16114","kind":"arxiv","version":2}},"canonical_sha256":"22c52b1040e42efdb71b5ab1dbda3358ae2b410b42d90ea9a27d8ac3cc8a85cf","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"22c52b1040e42efdb71b5ab1dbda3358ae2b410b42d90ea9a27d8ac3cc8a85cf","first_computed_at":"2026-07-05T01:20:19.543998Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:20:19.543998Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"XSS5RgbQbma+SszVfvHikYbdSa7zTtpF8lI05gqNhy3JhvubXLHN4m3Ad/qvJkmtW4EdJxmgPCZnOZmeGKEGDw==","signature_status":"signed_v1","signed_at":"2026-07-05T01:20:19.544506Z","signed_message":"canonical_sha256_bytes"},"source_id":"2006.16114","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b30b5d6ecb388115925008fe7c6d3dae54fe93cae932accfb5f5cf6e7e625607","sha256:0f4a16959a39af4139e90dee7808f7aa9900aed6a33a547fa0ff355bb0abe2b0"],"state_sha256":"adb625868c4603cc24681ed297d30cdb2463e2dd7fcd35c37a9afc05eb4ca37d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"79Vz28PjOopW0+whvqEWFkceHZGdOQHdAJSZIr9tJ2xClmrSw8KpgMXvHxVuFybVQ4mxy7lcETRlPPwPkx/9DQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-03T02:04:36.385199Z","bundle_sha256":"05f5ab03de7e844275285bd90539df574740aa751a319f6d2d19d03e33e780b5"}}