{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:MMM3IFKCAUDXVXDHOG5RNGONP6","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":"32b02e1d6334b2e56e236ab871567bcce8f126cfe9566b13d1f484b14ece3478","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-ex","submitted_at":"2022-07-24T10:33:49Z","title_canon_sha256":"ee3ec9a3a82c97c75d11cf760b009507116333375162e9040f4347b4e46ac45c"},"schema_version":"1.0","source":{"id":"2207.11710","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.11710","created_at":"2026-07-05T06:15:42Z"},{"alias_kind":"arxiv_version","alias_value":"2207.11710v3","created_at":"2026-07-05T06:15:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.11710","created_at":"2026-07-05T06:15:42Z"},{"alias_kind":"pith_short_12","alias_value":"MMM3IFKCAUDX","created_at":"2026-07-05T06:15:42Z"},{"alias_kind":"pith_short_16","alias_value":"MMM3IFKCAUDXVXDH","created_at":"2026-07-05T06:15:42Z"},{"alias_kind":"pith_short_8","alias_value":"MMM3IFKC","created_at":"2026-07-05T06:15:42Z"}],"graph_snapshots":[{"event_id":"sha256:5619fe2afb6ac1f55491d312628d99fada3ce71e4d1990bd5976f97cb66ef95a","target":"graph","created_at":"2026-07-05T06:15:42Z","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/2207.11710/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We report the largest scale deep learning with High Performance Computing (HPC) to physics analysis with the CMS simulation data in proton-proton collisions at 13 TeV. We build a Convolutional Neural Network (CNN) model that takes low-level information as images considering the geometry of the CMS detector and use this model to discriminate \\textit{R}-parity violating super symmetry (RPV SUSY) events from the background events with inelastic quantum process from the Standard Model (QCD multi-jet). We compare the classification performance of the CNN method with that of the widely used cut-base","authors_text":"Changhyun Yoo, Chang-Seong Moon, Dongsung Bae, Hokyeong Nam, Hunjoo Myung, Hwidong Yoo, Jaegyoon Hahm, Jiwoong Kim, Junghwan Goh, Kihyeon Cho, Minsik Kim, Soonwook Hwang, Sungwon Kim, Taeyoung Hong, Tongil Kim","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-ex","submitted_at":"2022-07-24T10:33:49Z","title":"Large-Scale Deep Learning for Multi-Jet Event Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.11710","kind":"arxiv","version":3},"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":"sha256:4dc252bd11ac1d857b4a612c8246a0d54d072c4481ce64abc069bb06a1005597","target":"record","created_at":"2026-07-05T06:15:42Z","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":"32b02e1d6334b2e56e236ab871567bcce8f126cfe9566b13d1f484b14ece3478","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-ex","submitted_at":"2022-07-24T10:33:49Z","title_canon_sha256":"ee3ec9a3a82c97c75d11cf760b009507116333375162e9040f4347b4e46ac45c"},"schema_version":"1.0","source":{"id":"2207.11710","kind":"arxiv","version":3}},"canonical_sha256":"6319b4154205077adc6771bb1699cd7f83b75e7958653476a1500be10527a0f7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6319b4154205077adc6771bb1699cd7f83b75e7958653476a1500be10527a0f7","first_computed_at":"2026-07-05T06:15:42.693307Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:15:42.693307Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"DpHJRpwMdiFiLhm2z7MDbxukVV67Yj0zwWan2cLN/SKS+t7FFruSFiDHF0/xXUQgLGHMzIBn/Lsx0iDydlRFBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:15:42.693807Z","signed_message":"canonical_sha256_bytes"},"source_id":"2207.11710","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4dc252bd11ac1d857b4a612c8246a0d54d072c4481ce64abc069bb06a1005597","sha256:5619fe2afb6ac1f55491d312628d99fada3ce71e4d1990bd5976f97cb66ef95a"],"state_sha256":"b7a85da29ab1c756cc530366961cbadd048321f9b05d4c42b27cdbaef14613cf"}