{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2021:JFCN7YV6YUB3HW6YQMC6ASO266","short_pith_number":"pith:JFCN7YV6","canonical_record":{"source":{"id":"2107.14475","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.ins-det","submitted_at":"2021-07-30T07:57:38Z","cross_cats_sorted":["astro-ph.IM"],"title_canon_sha256":"a4716c080d293e466a8b3f89b2f93367aa578969e20e7d02b6539c2acbdba4f0","abstract_canon_sha256":"5232a38045aa5364099cee9a1ba21e368516121ea6f3d00769bdef6366c3e26c"},"schema_version":"1.0"},"canonical_sha256":"4944dfe2bec503b3dbd88305e049daf798ba4ccc27c1659170a11b6f8a6e65ed","source":{"kind":"arxiv","id":"2107.14475","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2107.14475","created_at":"2026-07-05T03:02:00Z"},{"alias_kind":"arxiv_version","alias_value":"2107.14475v1","created_at":"2026-07-05T03:02:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2107.14475","created_at":"2026-07-05T03:02:00Z"},{"alias_kind":"pith_short_12","alias_value":"JFCN7YV6YUB3","created_at":"2026-07-05T03:02:00Z"},{"alias_kind":"pith_short_16","alias_value":"JFCN7YV6YUB3HW6Y","created_at":"2026-07-05T03:02:00Z"},{"alias_kind":"pith_short_8","alias_value":"JFCN7YV6","created_at":"2026-07-05T03:02:00Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2021:JFCN7YV6YUB3HW6YQMC6ASO266","target":"record","payload":{"canonical_record":{"source":{"id":"2107.14475","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.ins-det","submitted_at":"2021-07-30T07:57:38Z","cross_cats_sorted":["astro-ph.IM"],"title_canon_sha256":"a4716c080d293e466a8b3f89b2f93367aa578969e20e7d02b6539c2acbdba4f0","abstract_canon_sha256":"5232a38045aa5364099cee9a1ba21e368516121ea6f3d00769bdef6366c3e26c"},"schema_version":"1.0"},"canonical_sha256":"4944dfe2bec503b3dbd88305e049daf798ba4ccc27c1659170a11b6f8a6e65ed","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T03:02:00.816713Z","signature_b64":"GdEfn82SzN7KxrmFFvQP5wCIsjO3oL42SN+gEb9GbDRrz67x+z4ZfVP8E3AZLvP9MktM3iI1y++MlaXDjguRAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4944dfe2bec503b3dbd88305e049daf798ba4ccc27c1659170a11b6f8a6e65ed","last_reissued_at":"2026-07-05T03:02:00.816331Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T03:02:00.816331Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2107.14475","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T03:02:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"sQrjBRslgV4dddGElvMMddhSY/V7/yc4uq6Wc2PcGW6E3HR0OMigkK2WRh9LYwad0DN0RiizLs5pgjyAcnDUBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-05T14:39:33.170686Z"},"content_sha256":"80f3bb2ac44e2c61e72148a0453c9d3e114b64bc15ef24cd6f4878c98a11fa5d","schema_version":"1.0","event_id":"sha256:80f3bb2ac44e2c61e72148a0453c9d3e114b64bc15ef24cd6f4878c98a11fa5d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2021:JFCN7YV6YUB3HW6YQMC6ASO266","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Horizontal muon track identification with neural networks in HAWC","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["astro-ph.IM"],"primary_cat":"physics.ins-det","authors_text":"H. Le\\'on Vargas (for the HAWC Collaboration), J. R. Angeles Camacho","submitted_at":"2021-07-30T07:57:38Z","abstract_excerpt":"Nowadays the implementation of artificial neural networks in high-energy physics has obtained excellent results on improving signal detection. In this work we propose to use neural networks (NNs) for event discrimination in HAWC. This observatory is a water Cherenkov gamma-ray detector that in recent years has implemented algorithms to identify horizontal muon tracks. However, these algorithms are not very efficient. In this work we describe the implementation of three NNs: two based on image classification and one based on object detection. Using these algorithms we obtain an increase in the "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2107.14475","kind":"arxiv","version":1},"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/2107.14475/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":"2026-07-05T03:02:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Q1/60OrO3dRjbTQqBQDX4aK6bi+Z0Tk39zGw2TcTVu+lHNsfWrYVfUfGf2FnB2c/s2wlEaJWKPoSOTMCrq/NCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-05T14:39:33.171349Z"},"content_sha256":"2f8bfae26d37c01159a74d4347e2878129695f0c00d6aa09206078386ba3a916","schema_version":"1.0","event_id":"sha256:2f8bfae26d37c01159a74d4347e2878129695f0c00d6aa09206078386ba3a916"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/JFCN7YV6YUB3HW6YQMC6ASO266/bundle.json","state_url":"https://pith.science/pith/JFCN7YV6YUB3HW6YQMC6ASO266/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/JFCN7YV6YUB3HW6YQMC6ASO266/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":"2026-07-05T14:39:33Z","links":{"resolver":"https://pith.science/pith/JFCN7YV6YUB3HW6YQMC6ASO266","bundle":"https://pith.science/pith/JFCN7YV6YUB3HW6YQMC6ASO266/bundle.json","state":"https://pith.science/pith/JFCN7YV6YUB3HW6YQMC6ASO266/state.json","well_known_bundle":"https://pith.science/.well-known/pith/JFCN7YV6YUB3HW6YQMC6ASO266/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:JFCN7YV6YUB3HW6YQMC6ASO266","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":"5232a38045aa5364099cee9a1ba21e368516121ea6f3d00769bdef6366c3e26c","cross_cats_sorted":["astro-ph.IM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.ins-det","submitted_at":"2021-07-30T07:57:38Z","title_canon_sha256":"a4716c080d293e466a8b3f89b2f93367aa578969e20e7d02b6539c2acbdba4f0"},"schema_version":"1.0","source":{"id":"2107.14475","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2107.14475","created_at":"2026-07-05T03:02:00Z"},{"alias_kind":"arxiv_version","alias_value":"2107.14475v1","created_at":"2026-07-05T03:02:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2107.14475","created_at":"2026-07-05T03:02:00Z"},{"alias_kind":"pith_short_12","alias_value":"JFCN7YV6YUB3","created_at":"2026-07-05T03:02:00Z"},{"alias_kind":"pith_short_16","alias_value":"JFCN7YV6YUB3HW6Y","created_at":"2026-07-05T03:02:00Z"},{"alias_kind":"pith_short_8","alias_value":"JFCN7YV6","created_at":"2026-07-05T03:02:00Z"}],"graph_snapshots":[{"event_id":"sha256:2f8bfae26d37c01159a74d4347e2878129695f0c00d6aa09206078386ba3a916","target":"graph","created_at":"2026-07-05T03:02:00Z","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/2107.14475/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Nowadays the implementation of artificial neural networks in high-energy physics has obtained excellent results on improving signal detection. In this work we propose to use neural networks (NNs) for event discrimination in HAWC. This observatory is a water Cherenkov gamma-ray detector that in recent years has implemented algorithms to identify horizontal muon tracks. However, these algorithms are not very efficient. In this work we describe the implementation of three NNs: two based on image classification and one based on object detection. Using these algorithms we obtain an increase in the ","authors_text":"H. Le\\'on Vargas (for the HAWC Collaboration), J. R. Angeles Camacho","cross_cats":["astro-ph.IM"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.ins-det","submitted_at":"2021-07-30T07:57:38Z","title":"Horizontal muon track identification with neural networks in HAWC"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2107.14475","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":"sha256:80f3bb2ac44e2c61e72148a0453c9d3e114b64bc15ef24cd6f4878c98a11fa5d","target":"record","created_at":"2026-07-05T03:02:00Z","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":"5232a38045aa5364099cee9a1ba21e368516121ea6f3d00769bdef6366c3e26c","cross_cats_sorted":["astro-ph.IM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.ins-det","submitted_at":"2021-07-30T07:57:38Z","title_canon_sha256":"a4716c080d293e466a8b3f89b2f93367aa578969e20e7d02b6539c2acbdba4f0"},"schema_version":"1.0","source":{"id":"2107.14475","kind":"arxiv","version":1}},"canonical_sha256":"4944dfe2bec503b3dbd88305e049daf798ba4ccc27c1659170a11b6f8a6e65ed","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4944dfe2bec503b3dbd88305e049daf798ba4ccc27c1659170a11b6f8a6e65ed","first_computed_at":"2026-07-05T03:02:00.816331Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:02:00.816331Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"GdEfn82SzN7KxrmFFvQP5wCIsjO3oL42SN+gEb9GbDRrz67x+z4ZfVP8E3AZLvP9MktM3iI1y++MlaXDjguRAA==","signature_status":"signed_v1","signed_at":"2026-07-05T03:02:00.816713Z","signed_message":"canonical_sha256_bytes"},"source_id":"2107.14475","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:80f3bb2ac44e2c61e72148a0453c9d3e114b64bc15ef24cd6f4878c98a11fa5d","sha256:2f8bfae26d37c01159a74d4347e2878129695f0c00d6aa09206078386ba3a916"],"state_sha256":"0b1ff2e1d752a5e325ae06f096f98a670e3b8fe03e2b12cf0732f4ca45e59837"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OGeI0zNID2FMh/M1ZDfcnO3jhF15SnqhOUpkmkcha6ipgiOtBu8TXIS2bqjcCty3sz+sVnyouEEntspfa4EIBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-05T14:39:33.175010Z","bundle_sha256":"dab0f2ba0335d2decc5c5bb6cb533eed18a80ad0dc32c6b8fe66c03126a2a12d"}}