{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2017:DLC5XBVELKI27335NQUBE6ZY6G","short_pith_number":"pith:DLC5XBVE","canonical_record":{"source":{"id":"1708.05029","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-08-16T18:28:22Z","cross_cats_sorted":[],"title_canon_sha256":"432854b9569c995e28e528d110175a3cd588c0a54ebd48bb9c6768edb9a23758","abstract_canon_sha256":"f435f56ee13c5ba21b40c123f3ea52991bff56fd85d96e3372f2d26ae81f7fe7"},"schema_version":"1.0"},"canonical_sha256":"1ac5db86a45a91afef7d6c28127b38f18e3f46c132ec41c2258f0534072749cb","source":{"kind":"arxiv","id":"1708.05029","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1708.05029","created_at":"2026-05-18T00:23:08Z"},{"alias_kind":"arxiv_version","alias_value":"1708.05029v3","created_at":"2026-05-18T00:23:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1708.05029","created_at":"2026-05-18T00:23:08Z"},{"alias_kind":"pith_short_12","alias_value":"DLC5XBVELKI2","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_16","alias_value":"DLC5XBVELKI27335","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_8","alias_value":"DLC5XBVE","created_at":"2026-05-18T12:31:10Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2017:DLC5XBVELKI27335NQUBE6ZY6G","target":"record","payload":{"canonical_record":{"source":{"id":"1708.05029","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-08-16T18:28:22Z","cross_cats_sorted":[],"title_canon_sha256":"432854b9569c995e28e528d110175a3cd588c0a54ebd48bb9c6768edb9a23758","abstract_canon_sha256":"f435f56ee13c5ba21b40c123f3ea52991bff56fd85d96e3372f2d26ae81f7fe7"},"schema_version":"1.0"},"canonical_sha256":"1ac5db86a45a91afef7d6c28127b38f18e3f46c132ec41c2258f0534072749cb","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:23:08.583044Z","signature_b64":"+RaEDXBvhpOCnRi+aXqjZ2QZj2FNhkVttHPaxt+W/mn940ob8J8d8o0bpeQcGzcVw5Yb1rYoEIq2nvilmdnRDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1ac5db86a45a91afef7d6c28127b38f18e3f46c132ec41c2258f0534072749cb","last_reissued_at":"2026-05-18T00:23:08.582334Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:23:08.582334Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1708.05029","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-18T00:23:08Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LXpAw5399EWiWCN9GIFJmHoBFaTyZIPJbOMN/7VS39JB89jZNrV7N10Sx4bzK72oVpIDPpG/CzDZHdppIvCGAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-12T07:55:34.723520Z"},"content_sha256":"aa163e68a5c8cdd5bb78ee9815024e406ccaec717879223e15b17b2cf7d65959","schema_version":"1.0","event_id":"sha256:aa163e68a5c8cdd5bb78ee9815024e406ccaec717879223e15b17b2cf7d65959"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2017:DLC5XBVELKI27335NQUBE6ZY6G","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Deep Neural Network Capacity","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Aosen Wang, Hua Zhou, Wenyao Xu, Xin Chen","submitted_at":"2017-08-16T18:28:22Z","abstract_excerpt":"In recent years, deep neural network exhibits its powerful superiority on information discrimination in many computer vision applications. However, the capacity of deep neural network architecture is still a mystery to the researchers. Intuitively, larger capacity of neural network can always deposit more information to improve the discrimination ability of the model. But, the learnable parameter scale is not feasible to estimate the capacity of deep neural network. Due to the overfitting, directly increasing hidden nodes number and hidden layer number are already demonstrated not necessary to"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1708.05029","kind":"arxiv","version":3},"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":"2026-05-18T00:23:08Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kENZwAAkJHrgQuSeAhZJZXGJfgv/R1hkXNxdUQ7mGHmRkkUVI+EYI68RxywyvPF43XW1m09gj79iwHIm6YcFCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-12T07:55:34.724013Z"},"content_sha256":"a5be7efc7476a70bc7ef327ebe0b6d63d648c66e2509b88cdec256b45ed94937","schema_version":"1.0","event_id":"sha256:a5be7efc7476a70bc7ef327ebe0b6d63d648c66e2509b88cdec256b45ed94937"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DLC5XBVELKI27335NQUBE6ZY6G/bundle.json","state_url":"https://pith.science/pith/DLC5XBVELKI27335NQUBE6ZY6G/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DLC5XBVELKI27335NQUBE6ZY6G/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":"2026-06-12T07:55:34Z","links":{"resolver":"https://pith.science/pith/DLC5XBVELKI27335NQUBE6ZY6G","bundle":"https://pith.science/pith/DLC5XBVELKI27335NQUBE6ZY6G/bundle.json","state":"https://pith.science/pith/DLC5XBVELKI27335NQUBE6ZY6G/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DLC5XBVELKI27335NQUBE6ZY6G/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:DLC5XBVELKI27335NQUBE6ZY6G","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":"f435f56ee13c5ba21b40c123f3ea52991bff56fd85d96e3372f2d26ae81f7fe7","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-08-16T18:28:22Z","title_canon_sha256":"432854b9569c995e28e528d110175a3cd588c0a54ebd48bb9c6768edb9a23758"},"schema_version":"1.0","source":{"id":"1708.05029","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1708.05029","created_at":"2026-05-18T00:23:08Z"},{"alias_kind":"arxiv_version","alias_value":"1708.05029v3","created_at":"2026-05-18T00:23:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1708.05029","created_at":"2026-05-18T00:23:08Z"},{"alias_kind":"pith_short_12","alias_value":"DLC5XBVELKI2","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_16","alias_value":"DLC5XBVELKI27335","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_8","alias_value":"DLC5XBVE","created_at":"2026-05-18T12:31:10Z"}],"graph_snapshots":[{"event_id":"sha256:a5be7efc7476a70bc7ef327ebe0b6d63d648c66e2509b88cdec256b45ed94937","target":"graph","created_at":"2026-05-18T00:23:08Z","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 recent years, deep neural network exhibits its powerful superiority on information discrimination in many computer vision applications. However, the capacity of deep neural network architecture is still a mystery to the researchers. Intuitively, larger capacity of neural network can always deposit more information to improve the discrimination ability of the model. But, the learnable parameter scale is not feasible to estimate the capacity of deep neural network. Due to the overfitting, directly increasing hidden nodes number and hidden layer number are already demonstrated not necessary to","authors_text":"Aosen Wang, Hua Zhou, Wenyao Xu, Xin Chen","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-08-16T18:28:22Z","title":"Deep Neural Network Capacity"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1708.05029","kind":"arxiv","version":3},"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:aa163e68a5c8cdd5bb78ee9815024e406ccaec717879223e15b17b2cf7d65959","target":"record","created_at":"2026-05-18T00:23:08Z","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":"f435f56ee13c5ba21b40c123f3ea52991bff56fd85d96e3372f2d26ae81f7fe7","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-08-16T18:28:22Z","title_canon_sha256":"432854b9569c995e28e528d110175a3cd588c0a54ebd48bb9c6768edb9a23758"},"schema_version":"1.0","source":{"id":"1708.05029","kind":"arxiv","version":3}},"canonical_sha256":"1ac5db86a45a91afef7d6c28127b38f18e3f46c132ec41c2258f0534072749cb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1ac5db86a45a91afef7d6c28127b38f18e3f46c132ec41c2258f0534072749cb","first_computed_at":"2026-05-18T00:23:08.582334Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:23:08.582334Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+RaEDXBvhpOCnRi+aXqjZ2QZj2FNhkVttHPaxt+W/mn940ob8J8d8o0bpeQcGzcVw5Yb1rYoEIq2nvilmdnRDw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:23:08.583044Z","signed_message":"canonical_sha256_bytes"},"source_id":"1708.05029","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:aa163e68a5c8cdd5bb78ee9815024e406ccaec717879223e15b17b2cf7d65959","sha256:a5be7efc7476a70bc7ef327ebe0b6d63d648c66e2509b88cdec256b45ed94937"],"state_sha256":"462e608d7f16efd8e3d7cd65d97027d0abbf14d2524c1be449c42fb36ce0fcb8"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"YKZ4oRfJ2hkHa85O5fUayq8V+rIm2FZ0ApXrMOnqfd2U69esPmvcSmrR7Fd/MXApSl1vKbjajbifpzMKbvpXBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-12T07:55:34.726697Z","bundle_sha256":"ec9ce29d464df4daacdca8dbab4c2e029360f4ed4e5b912b30b94b9b5e333acd"}}