{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:QM6H6JG7STHJNNSTBXMX5NAR4R","short_pith_number":"pith:QM6H6JG7","canonical_record":{"source":{"id":"2207.07958","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-07-16T14:30:15Z","cross_cats_sorted":["physics.comp-ph","physics.ins-det"],"title_canon_sha256":"f394387aaa343e0511ca8fd01e51763fb4d2637ac02ec5014204f25d93b33030","abstract_canon_sha256":"bede60b5b314ccbc4c82ecc0b8d77534a6343eed5db7bcf12a21c8c5ec1d7814"},"schema_version":"1.0"},"canonical_sha256":"833c7f24df94ce96b6530dd97eb411e45ac1fc9fc0246efbc6d88825052afb36","source":{"kind":"arxiv","id":"2207.07958","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.07958","created_at":"2026-07-05T04:40:59Z"},{"alias_kind":"arxiv_version","alias_value":"2207.07958v1","created_at":"2026-07-05T04:40:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.07958","created_at":"2026-07-05T04:40:59Z"},{"alias_kind":"pith_short_12","alias_value":"QM6H6JG7STHJ","created_at":"2026-07-05T04:40:59Z"},{"alias_kind":"pith_short_16","alias_value":"QM6H6JG7STHJNNST","created_at":"2026-07-05T04:40:59Z"},{"alias_kind":"pith_short_8","alias_value":"QM6H6JG7","created_at":"2026-07-05T04:40:59Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:QM6H6JG7STHJNNSTBXMX5NAR4R","target":"record","payload":{"canonical_record":{"source":{"id":"2207.07958","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-07-16T14:30:15Z","cross_cats_sorted":["physics.comp-ph","physics.ins-det"],"title_canon_sha256":"f394387aaa343e0511ca8fd01e51763fb4d2637ac02ec5014204f25d93b33030","abstract_canon_sha256":"bede60b5b314ccbc4c82ecc0b8d77534a6343eed5db7bcf12a21c8c5ec1d7814"},"schema_version":"1.0"},"canonical_sha256":"833c7f24df94ce96b6530dd97eb411e45ac1fc9fc0246efbc6d88825052afb36","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T04:40:59.228068Z","signature_b64":"At8BX/nkKHTBhAOFbzdptvn1Yqs8sx2eiQcQ3rg9GfgjH4o0DnYRT9axb+j+a7WhTE8zXLEn8mlyl/+XUwxQCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"833c7f24df94ce96b6530dd97eb411e45ac1fc9fc0246efbc6d88825052afb36","last_reissued_at":"2026-07-05T04:40:59.227625Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T04:40:59.227625Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2207.07958","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":"2026-07-05T04:40:59Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"th/rJO2oeZc22dr2RvuhkvBcJoutalmC8KGqsOvIuffa4j73o7R42ywmq4/UTLFTc5iefFEmmYpzmPlxiXMoCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T18:03:12.462882Z"},"content_sha256":"d3b37d24620e85faf6ee94970ae452656998b14257aedde3ec596e8978fd4116","schema_version":"1.0","event_id":"sha256:d3b37d24620e85faf6ee94970ae452656998b14257aedde3ec596e8978fd4116"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:QM6H6JG7STHJNNSTBXMX5NAR4R","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"FastML Science Benchmarks: Accelerating Real-Time Scientific Edge Machine Learning","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["physics.comp-ph","physics.ins-det"],"primary_cat":"cs.LG","authors_text":"Ben Hawks, Christian Herwig, Javier Duarte, Jules Muhizi, Nhan Tran, Shvetank Prakash, Vijay Janapa Reddi","submitted_at":"2022-07-16T14:30:15Z","abstract_excerpt":"Applications of machine learning (ML) are growing by the day for many unique and challenging scientific applications. However, a crucial challenge facing these applications is their need for ultra low-latency and on-detector ML capabilities. Given the slowdown in Moore's law and Dennard scaling, coupled with the rapid advances in scientific instrumentation that is resulting in growing data rates, there is a need for ultra-fast ML at the extreme edge. Fast ML at the edge is essential for reducing and filtering scientific data in real-time to accelerate science experimentation and enable more pr"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.07958","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/2207.07958/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":"2026-07-05T04:40:59Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"V4sN6koafbPLhPYw7MRzXl34k8TOvfgml0n2a+10s6Qk5nlMmRY2Q05jtf17sW7N17ASk3fSZ0JQG2gpL5wVBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T18:03:12.463395Z"},"content_sha256":"d088f95082e1b2e8984cffee27011adb26eb3c6daf80cdc65ebbf06b8918ef9d","schema_version":"1.0","event_id":"sha256:d088f95082e1b2e8984cffee27011adb26eb3c6daf80cdc65ebbf06b8918ef9d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/QM6H6JG7STHJNNSTBXMX5NAR4R/bundle.json","state_url":"https://pith.science/pith/QM6H6JG7STHJNNSTBXMX5NAR4R/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/QM6H6JG7STHJNNSTBXMX5NAR4R/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":"2026-08-15T18:03:12Z","links":{"resolver":"https://pith.science/pith/QM6H6JG7STHJNNSTBXMX5NAR4R","bundle":"https://pith.science/pith/QM6H6JG7STHJNNSTBXMX5NAR4R/bundle.json","state":"https://pith.science/pith/QM6H6JG7STHJNNSTBXMX5NAR4R/state.json","well_known_bundle":"https://pith.science/.well-known/pith/QM6H6JG7STHJNNSTBXMX5NAR4R/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:QM6H6JG7STHJNNSTBXMX5NAR4R","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":"bede60b5b314ccbc4c82ecc0b8d77534a6343eed5db7bcf12a21c8c5ec1d7814","cross_cats_sorted":["physics.comp-ph","physics.ins-det"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-07-16T14:30:15Z","title_canon_sha256":"f394387aaa343e0511ca8fd01e51763fb4d2637ac02ec5014204f25d93b33030"},"schema_version":"1.0","source":{"id":"2207.07958","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.07958","created_at":"2026-07-05T04:40:59Z"},{"alias_kind":"arxiv_version","alias_value":"2207.07958v1","created_at":"2026-07-05T04:40:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.07958","created_at":"2026-07-05T04:40:59Z"},{"alias_kind":"pith_short_12","alias_value":"QM6H6JG7STHJ","created_at":"2026-07-05T04:40:59Z"},{"alias_kind":"pith_short_16","alias_value":"QM6H6JG7STHJNNST","created_at":"2026-07-05T04:40:59Z"},{"alias_kind":"pith_short_8","alias_value":"QM6H6JG7","created_at":"2026-07-05T04:40:59Z"}],"graph_snapshots":[{"event_id":"sha256:d088f95082e1b2e8984cffee27011adb26eb3c6daf80cdc65ebbf06b8918ef9d","target":"graph","created_at":"2026-07-05T04:40:59Z","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/2207.07958/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Applications of machine learning (ML) are growing by the day for many unique and challenging scientific applications. However, a crucial challenge facing these applications is their need for ultra low-latency and on-detector ML capabilities. Given the slowdown in Moore's law and Dennard scaling, coupled with the rapid advances in scientific instrumentation that is resulting in growing data rates, there is a need for ultra-fast ML at the extreme edge. Fast ML at the edge is essential for reducing and filtering scientific data in real-time to accelerate science experimentation and enable more pr","authors_text":"Ben Hawks, Christian Herwig, Javier Duarte, Jules Muhizi, Nhan Tran, Shvetank Prakash, Vijay Janapa Reddi","cross_cats":["physics.comp-ph","physics.ins-det"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-07-16T14:30:15Z","title":"FastML Science Benchmarks: Accelerating Real-Time Scientific Edge Machine Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.07958","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:d3b37d24620e85faf6ee94970ae452656998b14257aedde3ec596e8978fd4116","target":"record","created_at":"2026-07-05T04:40:59Z","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":"bede60b5b314ccbc4c82ecc0b8d77534a6343eed5db7bcf12a21c8c5ec1d7814","cross_cats_sorted":["physics.comp-ph","physics.ins-det"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-07-16T14:30:15Z","title_canon_sha256":"f394387aaa343e0511ca8fd01e51763fb4d2637ac02ec5014204f25d93b33030"},"schema_version":"1.0","source":{"id":"2207.07958","kind":"arxiv","version":1}},"canonical_sha256":"833c7f24df94ce96b6530dd97eb411e45ac1fc9fc0246efbc6d88825052afb36","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"833c7f24df94ce96b6530dd97eb411e45ac1fc9fc0246efbc6d88825052afb36","first_computed_at":"2026-07-05T04:40:59.227625Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:40:59.227625Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"At8BX/nkKHTBhAOFbzdptvn1Yqs8sx2eiQcQ3rg9GfgjH4o0DnYRT9axb+j+a7WhTE8zXLEn8mlyl/+XUwxQCw==","signature_status":"signed_v1","signed_at":"2026-07-05T04:40:59.228068Z","signed_message":"canonical_sha256_bytes"},"source_id":"2207.07958","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d3b37d24620e85faf6ee94970ae452656998b14257aedde3ec596e8978fd4116","sha256:d088f95082e1b2e8984cffee27011adb26eb3c6daf80cdc65ebbf06b8918ef9d"],"state_sha256":"8ee49f30f5da3c62e0eff0af359f08583bd9f0d3384e686b2b32c138d66d1d3e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jfz7Ghq58O+/q5TQ2r2EuRgeB4hjRcHFCt6iyzyIVEO/OOU4RWRjsVcCx5nGz8YpXtqynluM/HShxEZPYlr2CA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-15T18:03:12.467066Z","bundle_sha256":"72ca14659f4c2aa3ce314188ffe29d83a547c2b4e1315a02d4b6de8efa31ec4a"}}