{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:S4NVFUBXARIE6A7B6XVRWRP7GC","short_pith_number":"pith:S4NVFUBX","canonical_record":{"source":{"id":"2202.05882","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-ph","submitted_at":"2022-02-11T19:52:00Z","cross_cats_sorted":[],"title_canon_sha256":"fd168b62db1e0be9618ba59f29894c60a49c8019abaa55a94b43a63b69f1ab2b","abstract_canon_sha256":"72263cf26777916a99541c13d8e4c0af63ba37b22eab0871a3d2d67b3a20f623"},"schema_version":"1.0"},"canonical_sha256":"971b52d03704504f03e1f5eb1b45ff309e8c86196f4ae70427010cb106f7454a","source":{"kind":"arxiv","id":"2202.05882","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2202.05882","created_at":"2026-07-05T04:41:32Z"},{"alias_kind":"arxiv_version","alias_value":"2202.05882v2","created_at":"2026-07-05T04:41:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2202.05882","created_at":"2026-07-05T04:41:32Z"},{"alias_kind":"pith_short_12","alias_value":"S4NVFUBXARIE","created_at":"2026-07-05T04:41:32Z"},{"alias_kind":"pith_short_16","alias_value":"S4NVFUBXARIE6A7B","created_at":"2026-07-05T04:41:32Z"},{"alias_kind":"pith_short_8","alias_value":"S4NVFUBX","created_at":"2026-07-05T04:41:32Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:S4NVFUBXARIE6A7B6XVRWRP7GC","target":"record","payload":{"canonical_record":{"source":{"id":"2202.05882","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-ph","submitted_at":"2022-02-11T19:52:00Z","cross_cats_sorted":[],"title_canon_sha256":"fd168b62db1e0be9618ba59f29894c60a49c8019abaa55a94b43a63b69f1ab2b","abstract_canon_sha256":"72263cf26777916a99541c13d8e4c0af63ba37b22eab0871a3d2d67b3a20f623"},"schema_version":"1.0"},"canonical_sha256":"971b52d03704504f03e1f5eb1b45ff309e8c86196f4ae70427010cb106f7454a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T04:41:32.567656Z","signature_b64":"8biqmAoRRZuSJoLjtIyEXYXzB9xqzbpwsalCAhjavbkeryU4TJT4Szj4L2ynvJv9xRcQLB7sbTHU/Bu1br6YDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"971b52d03704504f03e1f5eb1b45ff309e8c86196f4ae70427010cb106f7454a","last_reissued_at":"2026-07-05T04:41:32.566997Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T04:41:32.566997Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2202.05882","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":"2026-07-05T04:41:32Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LIM16Q4IP0Mqpzw6+dYwewo9b+Erco89YWzV6QRJBCpLotEJRqNpuLOq6bN2P4Lmw70eMgnwH3x4ct70NMx0Ag==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T19:57:10.107223Z"},"content_sha256":"0709c485e70e3cf961be5765e30892946c392299c5329e5edd6994bc60963ac6","schema_version":"1.0","event_id":"sha256:0709c485e70e3cf961be5765e30892946c392299c5329e5edd6994bc60963ac6"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:S4NVFUBXARIE6A7B6XVRWRP7GC","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Picking the low-hanging fruit: testing new physics at scale with active learning","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"hep-ph","authors_text":"Gustavs Zilgalvis, Jon Butterworth, Juan Rocamonde, Louie Corpe, Maria Avramidou","submitted_at":"2022-02-11T19:52:00Z","abstract_excerpt":"Since the discovery of the Higgs boson, testing the many possible extensions to the Standard Model has become a key challenge in particle physics. This paper discusses a new method for predicting the compatibility of new physics theories with existing experimental data from particle colliders. Using machine learning, the technique obtained comparable results to previous methods (>90% precision and recall) with only a fraction of their computing resources (<10%). This makes it possible to test models that were impossible to probe before, and allows for large-scale testing of new physics theorie"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2202.05882","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/2202.05882/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":"2026-07-05T04:41:32Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"W8m44L42sNqkkU6HFuLXVG5z2g9qmnyaJCJuRpkZfppSm2pfGDgsfpRUnEd5wnLc9NBPDAmWK+1gW5x1ogNYCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T19:57:10.107726Z"},"content_sha256":"40b93fd365121ce80bb5650b9a4a73b53b19454bd7e809d9742619302c0aee49","schema_version":"1.0","event_id":"sha256:40b93fd365121ce80bb5650b9a4a73b53b19454bd7e809d9742619302c0aee49"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/S4NVFUBXARIE6A7B6XVRWRP7GC/bundle.json","state_url":"https://pith.science/pith/S4NVFUBXARIE6A7B6XVRWRP7GC/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/S4NVFUBXARIE6A7B6XVRWRP7GC/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":"2026-08-03T19:57:10Z","links":{"resolver":"https://pith.science/pith/S4NVFUBXARIE6A7B6XVRWRP7GC","bundle":"https://pith.science/pith/S4NVFUBXARIE6A7B6XVRWRP7GC/bundle.json","state":"https://pith.science/pith/S4NVFUBXARIE6A7B6XVRWRP7GC/state.json","well_known_bundle":"https://pith.science/.well-known/pith/S4NVFUBXARIE6A7B6XVRWRP7GC/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:S4NVFUBXARIE6A7B6XVRWRP7GC","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":"72263cf26777916a99541c13d8e4c0af63ba37b22eab0871a3d2d67b3a20f623","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-ph","submitted_at":"2022-02-11T19:52:00Z","title_canon_sha256":"fd168b62db1e0be9618ba59f29894c60a49c8019abaa55a94b43a63b69f1ab2b"},"schema_version":"1.0","source":{"id":"2202.05882","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2202.05882","created_at":"2026-07-05T04:41:32Z"},{"alias_kind":"arxiv_version","alias_value":"2202.05882v2","created_at":"2026-07-05T04:41:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2202.05882","created_at":"2026-07-05T04:41:32Z"},{"alias_kind":"pith_short_12","alias_value":"S4NVFUBXARIE","created_at":"2026-07-05T04:41:32Z"},{"alias_kind":"pith_short_16","alias_value":"S4NVFUBXARIE6A7B","created_at":"2026-07-05T04:41:32Z"},{"alias_kind":"pith_short_8","alias_value":"S4NVFUBX","created_at":"2026-07-05T04:41:32Z"}],"graph_snapshots":[{"event_id":"sha256:40b93fd365121ce80bb5650b9a4a73b53b19454bd7e809d9742619302c0aee49","target":"graph","created_at":"2026-07-05T04:41:32Z","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/2202.05882/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Since the discovery of the Higgs boson, testing the many possible extensions to the Standard Model has become a key challenge in particle physics. This paper discusses a new method for predicting the compatibility of new physics theories with existing experimental data from particle colliders. Using machine learning, the technique obtained comparable results to previous methods (>90% precision and recall) with only a fraction of their computing resources (<10%). This makes it possible to test models that were impossible to probe before, and allows for large-scale testing of new physics theorie","authors_text":"Gustavs Zilgalvis, Jon Butterworth, Juan Rocamonde, Louie Corpe, Maria Avramidou","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-ph","submitted_at":"2022-02-11T19:52:00Z","title":"Picking the low-hanging fruit: testing new physics at scale with active learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2202.05882","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":"sha256:0709c485e70e3cf961be5765e30892946c392299c5329e5edd6994bc60963ac6","target":"record","created_at":"2026-07-05T04:41:32Z","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":"72263cf26777916a99541c13d8e4c0af63ba37b22eab0871a3d2d67b3a20f623","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-ph","submitted_at":"2022-02-11T19:52:00Z","title_canon_sha256":"fd168b62db1e0be9618ba59f29894c60a49c8019abaa55a94b43a63b69f1ab2b"},"schema_version":"1.0","source":{"id":"2202.05882","kind":"arxiv","version":2}},"canonical_sha256":"971b52d03704504f03e1f5eb1b45ff309e8c86196f4ae70427010cb106f7454a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"971b52d03704504f03e1f5eb1b45ff309e8c86196f4ae70427010cb106f7454a","first_computed_at":"2026-07-05T04:41:32.566997Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:41:32.566997Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8biqmAoRRZuSJoLjtIyEXYXzB9xqzbpwsalCAhjavbkeryU4TJT4Szj4L2ynvJv9xRcQLB7sbTHU/Bu1br6YDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T04:41:32.567656Z","signed_message":"canonical_sha256_bytes"},"source_id":"2202.05882","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0709c485e70e3cf961be5765e30892946c392299c5329e5edd6994bc60963ac6","sha256:40b93fd365121ce80bb5650b9a4a73b53b19454bd7e809d9742619302c0aee49"],"state_sha256":"44274861252f61156bb1c9498bc45691b987b8254c031d2353147ecb3f96974d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"s/fPfp54Ri05akbrTjlhOVUH/a73rmFhYl/doCLuN27erbgUyzW9+2i8EhFDBDx4q+/wo81MvdNqZDmuIuofDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-03T19:57:10.112694Z","bundle_sha256":"032c9828090aeed22dad0317ce52df8b635bd91760c875e290ef72592a2e21d6"}}