{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:VZYKWPHW7ZG4JCWVROBKH5OLCJ","short_pith_number":"pith:VZYKWPHW","canonical_record":{"source":{"id":"2507.14069","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2025-07-18T16:47:52Z","cross_cats_sorted":["cs.AI","cs.ET","cs.NE"],"title_canon_sha256":"8be5828e10fd67990e4f6f376598a102fac292282235c608672c2120fd00c332","abstract_canon_sha256":"acc53855cec0694552e4a7632d52fb394ba97badfcfb4f6f37b37e25bffc258e"},"schema_version":"1.0"},"canonical_sha256":"ae70ab3cf6fe4dc48ad58b82a3f5cb1255c0032c0ec5eee0ce63ca36df539399","source":{"kind":"arxiv","id":"2507.14069","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.14069","created_at":"2026-07-05T11:39:28Z"},{"alias_kind":"arxiv_version","alias_value":"2507.14069v1","created_at":"2026-07-05T11:39:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.14069","created_at":"2026-07-05T11:39:28Z"},{"alias_kind":"pith_short_12","alias_value":"VZYKWPHW7ZG4","created_at":"2026-07-05T11:39:28Z"},{"alias_kind":"pith_short_16","alias_value":"VZYKWPHW7ZG4JCWV","created_at":"2026-07-05T11:39:28Z"},{"alias_kind":"pith_short_8","alias_value":"VZYKWPHW","created_at":"2026-07-05T11:39:28Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:VZYKWPHW7ZG4JCWVROBKH5OLCJ","target":"record","payload":{"canonical_record":{"source":{"id":"2507.14069","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2025-07-18T16:47:52Z","cross_cats_sorted":["cs.AI","cs.ET","cs.NE"],"title_canon_sha256":"8be5828e10fd67990e4f6f376598a102fac292282235c608672c2120fd00c332","abstract_canon_sha256":"acc53855cec0694552e4a7632d52fb394ba97badfcfb4f6f37b37e25bffc258e"},"schema_version":"1.0"},"canonical_sha256":"ae70ab3cf6fe4dc48ad58b82a3f5cb1255c0032c0ec5eee0ce63ca36df539399","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:39:28.137560Z","signature_b64":"iuV73JPQGs5kUVKQKlYCKQ3FY4U1h26K/l22z1kSsOaUj7oUDrLAlGfPZTxNPJdu9elAZ8BmYBJ/WNRgRaSQCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ae70ab3cf6fe4dc48ad58b82a3f5cb1255c0032c0ec5eee0ce63ca36df539399","last_reissued_at":"2026-07-05T11:39:28.137062Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:39:28.137062Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2507.14069","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":"2026-07-05T11:39:28Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7SzqyBVpXunY0ga1/SAgLFvIvf+pxVi2i4VPM9Aehe5URSmL8H3jXZpPyxVhe+0AWcoS98ZlIMUMLb3EhsAzCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T12:34:38.237436Z"},"content_sha256":"4801e148a4dee62e791d4849937e31d142eabaa5b0e877830356e4c517667966","schema_version":"1.0","event_id":"sha256:4801e148a4dee62e791d4849937e31d142eabaa5b0e877830356e4c517667966"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:VZYKWPHW7ZG4JCWVROBKH5OLCJ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Edge Intelligence with Spiking Neural Networks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.ET","cs.NE"],"primary_cat":"cs.DC","authors_text":"Albert Y. Zomaya, Changze Lv, Di Yu, Gang Pan, Linshan Jiang, Peng Zhao, Schahram Dustdar, Shuiguang Deng, Weijia Fang, Wentao Tong, Xiaofan Zhao, Xiaoqing Zheng, Xin Du","submitted_at":"2025-07-18T16:47:52Z","abstract_excerpt":"The convergence of artificial intelligence and edge computing has spurred growing interest in enabling intelligent services directly on resource-constrained devices. While traditional deep learning models require significant computational resources and centralized data management, the resulting latency, bandwidth consumption, and privacy concerns have exposed critical limitations in cloud-centric paradigms. Brain-inspired computing, particularly Spiking Neural Networks (SNNs), offers a promising alternative by emulating biological neuronal dynamics to achieve low-power, event-driven computatio"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.14069","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/2507.14069/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":"2026-07-05T11:39:28Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"8tcX9hVniyxtsWRP/5HsRUnBWvTamm6YXHT3eBQnnJ1HuuVmZeq/FLlbMcqH9m3fXCicq81PhrULO/5Nu0PSDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T12:34:38.237950Z"},"content_sha256":"d0664b741ba613cc6802e95776780096a5b72f0562f20439f960528560795da9","schema_version":"1.0","event_id":"sha256:d0664b741ba613cc6802e95776780096a5b72f0562f20439f960528560795da9"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VZYKWPHW7ZG4JCWVROBKH5OLCJ/bundle.json","state_url":"https://pith.science/pith/VZYKWPHW7ZG4JCWVROBKH5OLCJ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VZYKWPHW7ZG4JCWVROBKH5OLCJ/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":"2026-08-08T12:34:38Z","links":{"resolver":"https://pith.science/pith/VZYKWPHW7ZG4JCWVROBKH5OLCJ","bundle":"https://pith.science/pith/VZYKWPHW7ZG4JCWVROBKH5OLCJ/bundle.json","state":"https://pith.science/pith/VZYKWPHW7ZG4JCWVROBKH5OLCJ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VZYKWPHW7ZG4JCWVROBKH5OLCJ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:VZYKWPHW7ZG4JCWVROBKH5OLCJ","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":"acc53855cec0694552e4a7632d52fb394ba97badfcfb4f6f37b37e25bffc258e","cross_cats_sorted":["cs.AI","cs.ET","cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2025-07-18T16:47:52Z","title_canon_sha256":"8be5828e10fd67990e4f6f376598a102fac292282235c608672c2120fd00c332"},"schema_version":"1.0","source":{"id":"2507.14069","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.14069","created_at":"2026-07-05T11:39:28Z"},{"alias_kind":"arxiv_version","alias_value":"2507.14069v1","created_at":"2026-07-05T11:39:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.14069","created_at":"2026-07-05T11:39:28Z"},{"alias_kind":"pith_short_12","alias_value":"VZYKWPHW7ZG4","created_at":"2026-07-05T11:39:28Z"},{"alias_kind":"pith_short_16","alias_value":"VZYKWPHW7ZG4JCWV","created_at":"2026-07-05T11:39:28Z"},{"alias_kind":"pith_short_8","alias_value":"VZYKWPHW","created_at":"2026-07-05T11:39:28Z"}],"graph_snapshots":[{"event_id":"sha256:d0664b741ba613cc6802e95776780096a5b72f0562f20439f960528560795da9","target":"graph","created_at":"2026-07-05T11:39:28Z","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/2507.14069/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The convergence of artificial intelligence and edge computing has spurred growing interest in enabling intelligent services directly on resource-constrained devices. While traditional deep learning models require significant computational resources and centralized data management, the resulting latency, bandwidth consumption, and privacy concerns have exposed critical limitations in cloud-centric paradigms. Brain-inspired computing, particularly Spiking Neural Networks (SNNs), offers a promising alternative by emulating biological neuronal dynamics to achieve low-power, event-driven computatio","authors_text":"Albert Y. Zomaya, Changze Lv, Di Yu, Gang Pan, Linshan Jiang, Peng Zhao, Schahram Dustdar, Shuiguang Deng, Weijia Fang, Wentao Tong, Xiaofan Zhao, Xiaoqing Zheng, Xin Du","cross_cats":["cs.AI","cs.ET","cs.NE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2025-07-18T16:47:52Z","title":"Edge Intelligence with Spiking Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.14069","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":"sha256:4801e148a4dee62e791d4849937e31d142eabaa5b0e877830356e4c517667966","target":"record","created_at":"2026-07-05T11:39:28Z","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":"acc53855cec0694552e4a7632d52fb394ba97badfcfb4f6f37b37e25bffc258e","cross_cats_sorted":["cs.AI","cs.ET","cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2025-07-18T16:47:52Z","title_canon_sha256":"8be5828e10fd67990e4f6f376598a102fac292282235c608672c2120fd00c332"},"schema_version":"1.0","source":{"id":"2507.14069","kind":"arxiv","version":1}},"canonical_sha256":"ae70ab3cf6fe4dc48ad58b82a3f5cb1255c0032c0ec5eee0ce63ca36df539399","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ae70ab3cf6fe4dc48ad58b82a3f5cb1255c0032c0ec5eee0ce63ca36df539399","first_computed_at":"2026-07-05T11:39:28.137062Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:39:28.137062Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"iuV73JPQGs5kUVKQKlYCKQ3FY4U1h26K/l22z1kSsOaUj7oUDrLAlGfPZTxNPJdu9elAZ8BmYBJ/WNRgRaSQCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:39:28.137560Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.14069","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4801e148a4dee62e791d4849937e31d142eabaa5b0e877830356e4c517667966","sha256:d0664b741ba613cc6802e95776780096a5b72f0562f20439f960528560795da9"],"state_sha256":"f536150a34112527fb13cf88bb97577d0e180c513bef9f4205882a79a88a0e0a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"peEDUd7UjO5/KPSF8jW3tK/gVq59SOMGfLPUJMYesy0KkMQ01+bEESC8FFYwVCREYIwtHKsBqWZgtrHkCR4nCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T12:34:38.242035Z","bundle_sha256":"3c6f71638014f3cdcb2fcad1323cc73d7e2b5b72d6ff8f51271ce463bcae23a7"}}