{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2016:H35EX5TTRW7DZ3556IZK2VTFCQ","short_pith_number":"pith:H35EX5TT","canonical_record":{"source":{"id":"1605.08543","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2016-05-27T08:49:21Z","cross_cats_sorted":["cs.NE"],"title_canon_sha256":"7eb85e80afc8a9a10519334a1e95f98849c660a8fccbc09b5f4e6e749a9687b2","abstract_canon_sha256":"277935f45335996a2e487e8657d96844e1421899ba76a6e84bc73aeb25e76b95"},"schema_version":"1.0"},"canonical_sha256":"3efa4bf6738dbe3cefbdf232ad56651432eb5e7ab26952da7677bce8d51cd7c7","source":{"kind":"arxiv","id":"1605.08543","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1605.08543","created_at":"2026-05-18T01:13:29Z"},{"alias_kind":"arxiv_version","alias_value":"1605.08543v1","created_at":"2026-05-18T01:13:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1605.08543","created_at":"2026-05-18T01:13:29Z"},{"alias_kind":"pith_short_12","alias_value":"H35EX5TTRW7D","created_at":"2026-05-18T12:30:19Z"},{"alias_kind":"pith_short_16","alias_value":"H35EX5TTRW7DZ355","created_at":"2026-05-18T12:30:19Z"},{"alias_kind":"pith_short_8","alias_value":"H35EX5TT","created_at":"2026-05-18T12:30:19Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2016:H35EX5TTRW7DZ3556IZK2VTFCQ","target":"record","payload":{"canonical_record":{"source":{"id":"1605.08543","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2016-05-27T08:49:21Z","cross_cats_sorted":["cs.NE"],"title_canon_sha256":"7eb85e80afc8a9a10519334a1e95f98849c660a8fccbc09b5f4e6e749a9687b2","abstract_canon_sha256":"277935f45335996a2e487e8657d96844e1421899ba76a6e84bc73aeb25e76b95"},"schema_version":"1.0"},"canonical_sha256":"3efa4bf6738dbe3cefbdf232ad56651432eb5e7ab26952da7677bce8d51cd7c7","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T01:13:29.653583Z","signature_b64":"gy4bcjOJl1QV4jFwC/9TcQlyXROayWIv7jZtlwSWfQJp6WrVSquYlCGhwHj5eoPim+IoLAPNVOng7j4+hEWoCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"3efa4bf6738dbe3cefbdf232ad56651432eb5e7ab26952da7677bce8d51cd7c7","last_reissued_at":"2026-05-18T01:13:29.653050Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T01:13:29.653050Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1605.08543","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":"2026-05-18T01:13:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"GRWCw5DN7gYzFH4fpPMbqS9XdJDNYFpokwUuPihnC8H1UVe2tdDzgLSBHg7PoJnnk5KbnX/ZOfCxfmkrF2H1CA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-25T19:32:45.917750Z"},"content_sha256":"0b8efbc7a5f8bd7e508e479eea1b6e3f06ccc91df47dd1ae921158dd0059150b","schema_version":"1.0","event_id":"sha256:0b8efbc7a5f8bd7e508e479eea1b6e3f06ccc91df47dd1ae921158dd0059150b"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2016:H35EX5TTRW7DZ3556IZK2VTFCQ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Lazy Evaluation of Convolutional Filters","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.NE"],"primary_cat":"cs.CV","authors_text":"Bart Dhoedt, Bert Vankeirsbilck, Cedric De Boom, Elias De Coninck, Pieter Simoens, Sam Leroux, Steven Bohez, Tim Verbelen","submitted_at":"2016-05-27T08:49:21Z","abstract_excerpt":"In this paper we propose a technique which avoids the evaluation of certain convolutional filters in a deep neural network. This allows to trade-off the accuracy of a deep neural network with the computational and memory requirements. This is especially important on a constrained device unable to hold all the weights of the network in memory."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1605.08543","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":""},"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":"2026-05-18T01:13:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3b26uRC9rMO6TEb1Nz+rij4QhgKmV3bWwjqAaPpfmTyYYcUdYwzb0bp3vSIPbuQdtLKe3Bcl6J2V9uMjIfJNDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-25T19:32:45.918430Z"},"content_sha256":"1154f19f6fa168279c64876a6fa3edd8ab69dbf681daac3ca1d5bb8696dee702","schema_version":"1.0","event_id":"sha256:1154f19f6fa168279c64876a6fa3edd8ab69dbf681daac3ca1d5bb8696dee702"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/H35EX5TTRW7DZ3556IZK2VTFCQ/bundle.json","state_url":"https://pith.science/pith/H35EX5TTRW7DZ3556IZK2VTFCQ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/H35EX5TTRW7DZ3556IZK2VTFCQ/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":"2026-05-25T19:32:45Z","links":{"resolver":"https://pith.science/pith/H35EX5TTRW7DZ3556IZK2VTFCQ","bundle":"https://pith.science/pith/H35EX5TTRW7DZ3556IZK2VTFCQ/bundle.json","state":"https://pith.science/pith/H35EX5TTRW7DZ3556IZK2VTFCQ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/H35EX5TTRW7DZ3556IZK2VTFCQ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:H35EX5TTRW7DZ3556IZK2VTFCQ","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":"277935f45335996a2e487e8657d96844e1421899ba76a6e84bc73aeb25e76b95","cross_cats_sorted":["cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2016-05-27T08:49:21Z","title_canon_sha256":"7eb85e80afc8a9a10519334a1e95f98849c660a8fccbc09b5f4e6e749a9687b2"},"schema_version":"1.0","source":{"id":"1605.08543","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1605.08543","created_at":"2026-05-18T01:13:29Z"},{"alias_kind":"arxiv_version","alias_value":"1605.08543v1","created_at":"2026-05-18T01:13:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1605.08543","created_at":"2026-05-18T01:13:29Z"},{"alias_kind":"pith_short_12","alias_value":"H35EX5TTRW7D","created_at":"2026-05-18T12:30:19Z"},{"alias_kind":"pith_short_16","alias_value":"H35EX5TTRW7DZ355","created_at":"2026-05-18T12:30:19Z"},{"alias_kind":"pith_short_8","alias_value":"H35EX5TT","created_at":"2026-05-18T12:30:19Z"}],"graph_snapshots":[{"event_id":"sha256:1154f19f6fa168279c64876a6fa3edd8ab69dbf681daac3ca1d5bb8696dee702","target":"graph","created_at":"2026-05-18T01:13:29Z","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"},"paper":{"abstract_excerpt":"In this paper we propose a technique which avoids the evaluation of certain convolutional filters in a deep neural network. This allows to trade-off the accuracy of a deep neural network with the computational and memory requirements. This is especially important on a constrained device unable to hold all the weights of the network in memory.","authors_text":"Bart Dhoedt, Bert Vankeirsbilck, Cedric De Boom, Elias De Coninck, Pieter Simoens, Sam Leroux, Steven Bohez, Tim Verbelen","cross_cats":["cs.NE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2016-05-27T08:49:21Z","title":"Lazy Evaluation of Convolutional Filters"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1605.08543","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":"sha256:0b8efbc7a5f8bd7e508e479eea1b6e3f06ccc91df47dd1ae921158dd0059150b","target":"record","created_at":"2026-05-18T01:13:29Z","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":"277935f45335996a2e487e8657d96844e1421899ba76a6e84bc73aeb25e76b95","cross_cats_sorted":["cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2016-05-27T08:49:21Z","title_canon_sha256":"7eb85e80afc8a9a10519334a1e95f98849c660a8fccbc09b5f4e6e749a9687b2"},"schema_version":"1.0","source":{"id":"1605.08543","kind":"arxiv","version":1}},"canonical_sha256":"3efa4bf6738dbe3cefbdf232ad56651432eb5e7ab26952da7677bce8d51cd7c7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3efa4bf6738dbe3cefbdf232ad56651432eb5e7ab26952da7677bce8d51cd7c7","first_computed_at":"2026-05-18T01:13:29.653050Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:13:29.653050Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gy4bcjOJl1QV4jFwC/9TcQlyXROayWIv7jZtlwSWfQJp6WrVSquYlCGhwHj5eoPim+IoLAPNVOng7j4+hEWoCw==","signature_status":"signed_v1","signed_at":"2026-05-18T01:13:29.653583Z","signed_message":"canonical_sha256_bytes"},"source_id":"1605.08543","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0b8efbc7a5f8bd7e508e479eea1b6e3f06ccc91df47dd1ae921158dd0059150b","sha256:1154f19f6fa168279c64876a6fa3edd8ab69dbf681daac3ca1d5bb8696dee702"],"state_sha256":"3f58ae92807fe0e693f5b7cfd4ec6f8e18ae17f71b01084b235c8f5291cb4692"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"DVbJgkzMT5Hbz0kCX/Nb1qiR/Lc3cdXzy82EM6gsyJwJhET4WYFbNoVXmdQNM7qFlI8Sb5j1Dnvxu90Ob+XHCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-25T19:32:45.921884Z","bundle_sha256":"90cd4418cdd012fe4c03650b6cddd3b7f8b3918f815d7e953e26556732771300"}}