{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:VTHHDJMTXKVQPQ64PAF7ZOKIIO","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":"520aa38e08293ca66028d551a36db24f4dfa7e5e8629c0c09d8aaf54b77924b6","cross_cats_sorted":["cs.LG","hep-ex","hep-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.comp-ph","submitted_at":"2020-10-05T07:48:45Z","title_canon_sha256":"c014dd5ed3fb990906ea76d154bea8bc48400cae1c7225ec980af6fa0319ab70"},"schema_version":"1.0","source":{"id":"2010.01835","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2010.01835","created_at":"2026-07-05T01:40:10Z"},{"alias_kind":"arxiv_version","alias_value":"2010.01835v1","created_at":"2026-07-05T01:40:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2010.01835","created_at":"2026-07-05T01:40:10Z"},{"alias_kind":"pith_short_12","alias_value":"VTHHDJMTXKVQ","created_at":"2026-07-05T01:40:10Z"},{"alias_kind":"pith_short_16","alias_value":"VTHHDJMTXKVQPQ64","created_at":"2026-07-05T01:40:10Z"},{"alias_kind":"pith_short_8","alias_value":"VTHHDJMT","created_at":"2026-07-05T01:40:10Z"}],"graph_snapshots":[{"event_id":"sha256:782f7e5c45e62d60d9887a9aef091353da12cb7f672e406258c13b0ac17674c5","target":"graph","created_at":"2026-07-05T01:40:10Z","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/2010.01835/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present a fast simulation application based on a Deep Neural Network, designed to create large analysis-specific datasets. Taking as an example the generation of W+jet events produced in sqrt(s)= 13 TeV proton-proton collisions, we train a neural network to model detector resolution effects as a transfer function acting on an analysis-specific set of relevant features, computed at generation level, i.e., in absence of detector effects. Based on this model, we propose a novel fast-simulation workflow that starts from a large amount of generator-level events to deliver large analysis-specific","authors_text":"Cheng Chen, Jean-Roch Vlimant, Maurizio Pierini, Olmo Cerri, Thong Q. Nguyen","cross_cats":["cs.LG","hep-ex","hep-ph"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.comp-ph","submitted_at":"2020-10-05T07:48:45Z","title":"Data Augmentation at the LHC through Analysis-specific Fast Simulation with Deep Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2010.01835","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":"sha256:68a15332c21bf2a97dbed0714aaec79516dbe38acc991b9c2307dae15019ef66","target":"record","created_at":"2026-07-05T01:40:10Z","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":"520aa38e08293ca66028d551a36db24f4dfa7e5e8629c0c09d8aaf54b77924b6","cross_cats_sorted":["cs.LG","hep-ex","hep-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.comp-ph","submitted_at":"2020-10-05T07:48:45Z","title_canon_sha256":"c014dd5ed3fb990906ea76d154bea8bc48400cae1c7225ec980af6fa0319ab70"},"schema_version":"1.0","source":{"id":"2010.01835","kind":"arxiv","version":1}},"canonical_sha256":"acce71a593baab07c3dc780bfcb948438132a21babacec2fb43ee64075e45c2e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"acce71a593baab07c3dc780bfcb948438132a21babacec2fb43ee64075e45c2e","first_computed_at":"2026-07-05T01:40:10.088798Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:40:10.088798Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"UR2hAzKvinyTKUDNZudfyD/DtnfHfEnPtDQoUm5MS25nXQYSM1Z0thO/PyqF4E27PRQQLehEdgpBbSHy5zpfDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T01:40:10.089136Z","signed_message":"canonical_sha256_bytes"},"source_id":"2010.01835","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:68a15332c21bf2a97dbed0714aaec79516dbe38acc991b9c2307dae15019ef66","sha256:782f7e5c45e62d60d9887a9aef091353da12cb7f672e406258c13b0ac17674c5"],"state_sha256":"928d7647289fd0379b1617e12d8f84bb9048bd42a2b7c36a5e1addf07ca3b5f1"}