{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2019:TFYX6UC7MIWQ2QD2MH52WV3PHC","short_pith_number":"pith:TFYX6UC7","canonical_record":{"source":{"id":"1912.00700","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-12-02T11:55:46Z","cross_cats_sorted":["stat.ML"],"title_canon_sha256":"7e3eeda750365036f01e44fa2e2400def5a60c4df85f86f2da2ce2b2fe5e1474","abstract_canon_sha256":"39cc9a8f87b210df45a9ef844faf7bca4c686dd614801bdd754a1ddac4f5766b"},"schema_version":"1.0"},"canonical_sha256":"99717f505f622d0d407a61fbab576f3885057bbb79ff740dc4f81f2b6511d2ae","source":{"kind":"arxiv","id":"1912.00700","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1912.00700","created_at":"2026-07-05T01:15:37Z"},{"alias_kind":"arxiv_version","alias_value":"1912.00700v1","created_at":"2026-07-05T01:15:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1912.00700","created_at":"2026-07-05T01:15:37Z"},{"alias_kind":"pith_short_12","alias_value":"TFYX6UC7MIWQ","created_at":"2026-07-05T01:15:37Z"},{"alias_kind":"pith_short_16","alias_value":"TFYX6UC7MIWQ2QD2","created_at":"2026-07-05T01:15:37Z"},{"alias_kind":"pith_short_8","alias_value":"TFYX6UC7","created_at":"2026-07-05T01:15:37Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2019:TFYX6UC7MIWQ2QD2MH52WV3PHC","target":"record","payload":{"canonical_record":{"source":{"id":"1912.00700","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-12-02T11:55:46Z","cross_cats_sorted":["stat.ML"],"title_canon_sha256":"7e3eeda750365036f01e44fa2e2400def5a60c4df85f86f2da2ce2b2fe5e1474","abstract_canon_sha256":"39cc9a8f87b210df45a9ef844faf7bca4c686dd614801bdd754a1ddac4f5766b"},"schema_version":"1.0"},"canonical_sha256":"99717f505f622d0d407a61fbab576f3885057bbb79ff740dc4f81f2b6511d2ae","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T01:15:37.084364Z","signature_b64":"Iu84lPTcE+Rb+onfB9S0DFrJEzUjj5y6smIG+UD2C0XotZxIT0j1gScct66GwEayMwj4ey+1UPei8zxqR/cJCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"99717f505f622d0d407a61fbab576f3885057bbb79ff740dc4f81f2b6511d2ae","last_reissued_at":"2026-07-05T01:15:37.083872Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T01:15:37.083872Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1912.00700","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":"2026-07-05T01:15:37Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"PqUt5EtlpHwtP3tYW+d/lU1oXOkkgiXqAhQy6KEODtfx+fn7qmtvFkbH0qMiPZT+RogIvH0RO8kYuSqV0SrACA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T02:21:31.656347Z"},"content_sha256":"a0cde4045576dc1274be45bd42aab0c9d3bdd8244a54f83e73445f5c620061df","schema_version":"1.0","event_id":"sha256:a0cde4045576dc1274be45bd42aab0c9d3bdd8244a54f83e73445f5c620061df"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2019:TFYX6UC7MIWQ2QD2MH52WV3PHC","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"ReD-CaNe: A Systematic Methodology for Resilience Analysis and Design of Capsule Networks under Approximations","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["stat.ML"],"primary_cat":"cs.LG","authors_text":"Alberto Marchisio, Muhammad Abudllah Hanif, Muhammad Shafique, Vojtech Mrazek","submitted_at":"2019-12-02T11:55:46Z","abstract_excerpt":"Recent advances in Capsule Networks (CapsNets) have shown their superior learning capability, compared to the traditional Convolutional Neural Networks (CNNs). However, the extremely high complexity of CapsNets limits their fast deployment in real-world applications. Moreover, while the resilience of CNNs have been extensively investigated to enable their energy-efficient implementations, the analysis of CapsNets' resilience is a largely unexplored area, that can provide a strong foundation to investigate techniques to overcome the CapsNets' complexity challenge.\n  Following the trend of Appro"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1912.00700","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/1912.00700/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":"2026-07-05T01:15:37Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"4TaatOdSyX0f2iUWkDLTvhrW0fLTWNgr8K8bvSLv2KHqZDYOscumPx/3juBJ3AhKo674g2R8n86nJf/DIty3Aw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T02:21:31.657393Z"},"content_sha256":"0a50d178b3956fda029d309a8c111a2193e2a31b8038b92b5da4d41db15265a6","schema_version":"1.0","event_id":"sha256:0a50d178b3956fda029d309a8c111a2193e2a31b8038b92b5da4d41db15265a6"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/TFYX6UC7MIWQ2QD2MH52WV3PHC/bundle.json","state_url":"https://pith.science/pith/TFYX6UC7MIWQ2QD2MH52WV3PHC/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/TFYX6UC7MIWQ2QD2MH52WV3PHC/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":"2026-08-05T02:21:31Z","links":{"resolver":"https://pith.science/pith/TFYX6UC7MIWQ2QD2MH52WV3PHC","bundle":"https://pith.science/pith/TFYX6UC7MIWQ2QD2MH52WV3PHC/bundle.json","state":"https://pith.science/pith/TFYX6UC7MIWQ2QD2MH52WV3PHC/state.json","well_known_bundle":"https://pith.science/.well-known/pith/TFYX6UC7MIWQ2QD2MH52WV3PHC/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:TFYX6UC7MIWQ2QD2MH52WV3PHC","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":"39cc9a8f87b210df45a9ef844faf7bca4c686dd614801bdd754a1ddac4f5766b","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-12-02T11:55:46Z","title_canon_sha256":"7e3eeda750365036f01e44fa2e2400def5a60c4df85f86f2da2ce2b2fe5e1474"},"schema_version":"1.0","source":{"id":"1912.00700","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1912.00700","created_at":"2026-07-05T01:15:37Z"},{"alias_kind":"arxiv_version","alias_value":"1912.00700v1","created_at":"2026-07-05T01:15:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1912.00700","created_at":"2026-07-05T01:15:37Z"},{"alias_kind":"pith_short_12","alias_value":"TFYX6UC7MIWQ","created_at":"2026-07-05T01:15:37Z"},{"alias_kind":"pith_short_16","alias_value":"TFYX6UC7MIWQ2QD2","created_at":"2026-07-05T01:15:37Z"},{"alias_kind":"pith_short_8","alias_value":"TFYX6UC7","created_at":"2026-07-05T01:15:37Z"}],"graph_snapshots":[{"event_id":"sha256:0a50d178b3956fda029d309a8c111a2193e2a31b8038b92b5da4d41db15265a6","target":"graph","created_at":"2026-07-05T01:15:37Z","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/1912.00700/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advances in Capsule Networks (CapsNets) have shown their superior learning capability, compared to the traditional Convolutional Neural Networks (CNNs). However, the extremely high complexity of CapsNets limits their fast deployment in real-world applications. Moreover, while the resilience of CNNs have been extensively investigated to enable their energy-efficient implementations, the analysis of CapsNets' resilience is a largely unexplored area, that can provide a strong foundation to investigate techniques to overcome the CapsNets' complexity challenge.\n  Following the trend of Appro","authors_text":"Alberto Marchisio, Muhammad Abudllah Hanif, Muhammad Shafique, Vojtech Mrazek","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-12-02T11:55:46Z","title":"ReD-CaNe: A Systematic Methodology for Resilience Analysis and Design of Capsule Networks under Approximations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1912.00700","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:a0cde4045576dc1274be45bd42aab0c9d3bdd8244a54f83e73445f5c620061df","target":"record","created_at":"2026-07-05T01:15:37Z","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":"39cc9a8f87b210df45a9ef844faf7bca4c686dd614801bdd754a1ddac4f5766b","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-12-02T11:55:46Z","title_canon_sha256":"7e3eeda750365036f01e44fa2e2400def5a60c4df85f86f2da2ce2b2fe5e1474"},"schema_version":"1.0","source":{"id":"1912.00700","kind":"arxiv","version":1}},"canonical_sha256":"99717f505f622d0d407a61fbab576f3885057bbb79ff740dc4f81f2b6511d2ae","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"99717f505f622d0d407a61fbab576f3885057bbb79ff740dc4f81f2b6511d2ae","first_computed_at":"2026-07-05T01:15:37.083872Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:15:37.083872Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Iu84lPTcE+Rb+onfB9S0DFrJEzUjj5y6smIG+UD2C0XotZxIT0j1gScct66GwEayMwj4ey+1UPei8zxqR/cJCw==","signature_status":"signed_v1","signed_at":"2026-07-05T01:15:37.084364Z","signed_message":"canonical_sha256_bytes"},"source_id":"1912.00700","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a0cde4045576dc1274be45bd42aab0c9d3bdd8244a54f83e73445f5c620061df","sha256:0a50d178b3956fda029d309a8c111a2193e2a31b8038b92b5da4d41db15265a6"],"state_sha256":"27ca4e882560984e465c30aed75964ae73951438102a0c250b5404529735c644"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"prLFN/hdLyaw3678prQhBpr1+fZbEr+n8Hu3i2guG/1gSgaj2GnRgcoDGgSyjYlL/s58MetHINHvGvsJJ/a7Aw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-05T02:21:31.667066Z","bundle_sha256":"ea4bb4bbb94e65e5a73a298b489892187b7407cecef970762112b81426cc5579"}}