{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2020:ZNJLDCCPXGULLU5YTFN4NTOFDK","short_pith_number":"pith:ZNJLDCCP","schema_version":"1.0","canonical_sha256":"cb52b1884fb9a8b5d3b8995bc6cdc51ab2d30578d24d36eb11c8c713ff2c39e9","source":{"kind":"arxiv","id":"2004.15013","version":2},"attestation_state":"computed","paper":{"title":"Learning Physics at Future $e^-e^+$ Colliders with Machine","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["hep-ex"],"primary_cat":"hep-ph","authors_text":"Lingfeng Li, Si-Jun Xu, Tao Liu, Ying-Ying Li","submitted_at":"2020-04-30T17:56:37Z","abstract_excerpt":"Information deformation and loss in jet clustering are one of the major limitations for precisely measuring hadronic events at future $e^-e^+$ colliders. Because of their dominance in data, the measurements of such events are crucial for advancing the precision frontier of Higgs and electroweak physics in the next decades. We show that this difficulty can be well-addressed by synergizing the event-level information into the data analysis, with the techniques of deep neutral network. In relation to this, we introduce a CMB-like observable scheme, where the event-level kinematics is encoded as F"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2004.15013","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-ph","submitted_at":"2020-04-30T17:56:37Z","cross_cats_sorted":["hep-ex"],"title_canon_sha256":"dc228e757e96d6d5b6105f6974a435d3fec15328834287c36eb006f29e987f31","abstract_canon_sha256":"c58cbd684b57dc11acbc285cd3b04cf297a5529b8075631df35e882b2f4ccecd"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T01:46:52.175459Z","signature_b64":"nY2S+jtIankgKCw4nM2BtZY0L0acOfcHFCIdegdVYGKPPMxy/ndYDzua8VmBYCtu3h0ZbU65fJcY/9mfc7dVBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"cb52b1884fb9a8b5d3b8995bc6cdc51ab2d30578d24d36eb11c8c713ff2c39e9","last_reissued_at":"2026-07-05T01:46:52.175046Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T01:46:52.175046Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Learning Physics at Future $e^-e^+$ Colliders with Machine","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["hep-ex"],"primary_cat":"hep-ph","authors_text":"Lingfeng Li, Si-Jun Xu, Tao Liu, Ying-Ying Li","submitted_at":"2020-04-30T17:56:37Z","abstract_excerpt":"Information deformation and loss in jet clustering are one of the major limitations for precisely measuring hadronic events at future $e^-e^+$ colliders. Because of their dominance in data, the measurements of such events are crucial for advancing the precision frontier of Higgs and electroweak physics in the next decades. We show that this difficulty can be well-addressed by synergizing the event-level information into the data analysis, with the techniques of deep neutral network. In relation to this, we introduce a CMB-like observable scheme, where the event-level kinematics is encoded as F"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2004.15013","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/2004.15013/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2004.15013","created_at":"2026-07-05T01:46:52.175101+00:00"},{"alias_kind":"arxiv_version","alias_value":"2004.15013v2","created_at":"2026-07-05T01:46:52.175101+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2004.15013","created_at":"2026-07-05T01:46:52.175101+00:00"},{"alias_kind":"pith_short_12","alias_value":"ZNJLDCCPXGUL","created_at":"2026-07-05T01:46:52.175101+00:00"},{"alias_kind":"pith_short_16","alias_value":"ZNJLDCCPXGULLU5Y","created_at":"2026-07-05T01:46:52.175101+00:00"},{"alias_kind":"pith_short_8","alias_value":"ZNJLDCCP","created_at":"2026-07-05T01:46:52.175101+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/ZNJLDCCPXGULLU5YTFN4NTOFDK","json":"https://pith.science/pith/ZNJLDCCPXGULLU5YTFN4NTOFDK.json","graph_json":"https://pith.science/api/pith-number/ZNJLDCCPXGULLU5YTFN4NTOFDK/graph.json","events_json":"https://pith.science/api/pith-number/ZNJLDCCPXGULLU5YTFN4NTOFDK/events.json","paper":"https://pith.science/paper/ZNJLDCCP"},"agent_actions":{"view_html":"https://pith.science/pith/ZNJLDCCPXGULLU5YTFN4NTOFDK","download_json":"https://pith.science/pith/ZNJLDCCPXGULLU5YTFN4NTOFDK.json","view_paper":"https://pith.science/paper/ZNJLDCCP","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2004.15013&json=true","fetch_graph":"https://pith.science/api/pith-number/ZNJLDCCPXGULLU5YTFN4NTOFDK/graph.json","fetch_events":"https://pith.science/api/pith-number/ZNJLDCCPXGULLU5YTFN4NTOFDK/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/ZNJLDCCPXGULLU5YTFN4NTOFDK/action/timestamp_anchor","attest_storage":"https://pith.science/pith/ZNJLDCCPXGULLU5YTFN4NTOFDK/action/storage_attestation","attest_author":"https://pith.science/pith/ZNJLDCCPXGULLU5YTFN4NTOFDK/action/author_attestation","sign_citation":"https://pith.science/pith/ZNJLDCCPXGULLU5YTFN4NTOFDK/action/citation_signature","submit_replication":"https://pith.science/pith/ZNJLDCCPXGULLU5YTFN4NTOFDK/action/replication_record"}},"created_at":"2026-07-05T01:46:52.175101+00:00","updated_at":"2026-07-05T01:46:52.175101+00:00"}