{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2019:6CZO7R2N47MU6K74OM26J6R22J","short_pith_number":"pith:6CZO7R2N","canonical_record":{"source":{"id":"1911.04120","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-11-11T07:45:01Z","cross_cats_sorted":["stat.ML"],"title_canon_sha256":"05618620d5a94454abb3862da29baf95776006c1c85b662098a696809fef26dd","abstract_canon_sha256":"0edb3c4fb8b2e76a589fea847ab063bcf0f259830c61ba184f3bdbb6ea93c92c"},"schema_version":"1.0"},"canonical_sha256":"f0b2efc74de7d94f2bfc7335e4fa3ad259b31aafcff2963753185a3bb7f3f5a7","source":{"kind":"arxiv","id":"1911.04120","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1911.04120","created_at":"2026-07-05T00:18:18Z"},{"alias_kind":"arxiv_version","alias_value":"1911.04120v1","created_at":"2026-07-05T00:18:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1911.04120","created_at":"2026-07-05T00:18:18Z"},{"alias_kind":"pith_short_12","alias_value":"6CZO7R2N47MU","created_at":"2026-07-05T00:18:18Z"},{"alias_kind":"pith_short_16","alias_value":"6CZO7R2N47MU6K74","created_at":"2026-07-05T00:18:18Z"},{"alias_kind":"pith_short_8","alias_value":"6CZO7R2N","created_at":"2026-07-05T00:18:18Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2019:6CZO7R2N47MU6K74OM26J6R22J","target":"record","payload":{"canonical_record":{"source":{"id":"1911.04120","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-11-11T07:45:01Z","cross_cats_sorted":["stat.ML"],"title_canon_sha256":"05618620d5a94454abb3862da29baf95776006c1c85b662098a696809fef26dd","abstract_canon_sha256":"0edb3c4fb8b2e76a589fea847ab063bcf0f259830c61ba184f3bdbb6ea93c92c"},"schema_version":"1.0"},"canonical_sha256":"f0b2efc74de7d94f2bfc7335e4fa3ad259b31aafcff2963753185a3bb7f3f5a7","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T00:18:18.198697Z","signature_b64":"WXpmhE3L9dBFHpO/1ynG6IaUlcmyn5RDWiOPto+j7E2D8e5gutBmABLXKjEeqixVD+sQebHT+Z3dbw8ZNHcGCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f0b2efc74de7d94f2bfc7335e4fa3ad259b31aafcff2963753185a3bb7f3f5a7","last_reissued_at":"2026-07-05T00:18:18.198262Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T00:18:18.198262Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1911.04120","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":"2026-07-05T00:18:18Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MjEUT5xR+iHGzgza4MvloXGVdtf5Oq6onT8gXMuADOkjdUiBtHtuqwPQrYAxr8iWp0bLXaK06WGl41emtvnVBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T02:20:22.083362Z"},"content_sha256":"6a6439f0bd15eda0b1e51b1a37f4d163bb31a48a0f64fa5b135219d3cbc5f46a","schema_version":"1.0","event_id":"sha256:6a6439f0bd15eda0b1e51b1a37f4d163bb31a48a0f64fa5b135219d3cbc5f46a"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2019:6CZO7R2N47MU6K74OM26J6R22J","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"An empirical study of the relation between network architecture and complexity","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["stat.ML"],"primary_cat":"cs.LG","authors_text":"Emir Konuk, Kevin Smith","submitted_at":"2019-11-11T07:45:01Z","abstract_excerpt":"In this preregistration submission, we propose an empirical study of how networks handle changes in complexity of the data. We investigate the effect of network capacity on generalization performance in the face of increasing data complexity. For this, we measure the generalization error for an image classification task where the number of classes steadily increases. We compare a number of modern architectures at different scales in this setting. The methodology, setup, and hypotheses described in this proposal were evaluated by peer review before experiments were conducted."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1911.04120","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/1911.04120/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":"2026-07-05T00:18:18Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"KnrEfyj1qaagMHnjmIh37nDf3kS+SHPjlujPtJgj71Dh8QFip1xLBhEeVMflzfWchKCdGANpNNhvVuIkbcpmAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T02:20:22.083907Z"},"content_sha256":"1c2492826352e5bca9ff791a00a3715e64f0927fca28dcfe9ff579d4cb65d6c7","schema_version":"1.0","event_id":"sha256:1c2492826352e5bca9ff791a00a3715e64f0927fca28dcfe9ff579d4cb65d6c7"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/6CZO7R2N47MU6K74OM26J6R22J/bundle.json","state_url":"https://pith.science/pith/6CZO7R2N47MU6K74OM26J6R22J/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/6CZO7R2N47MU6K74OM26J6R22J/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":"2026-08-11T02:20:22Z","links":{"resolver":"https://pith.science/pith/6CZO7R2N47MU6K74OM26J6R22J","bundle":"https://pith.science/pith/6CZO7R2N47MU6K74OM26J6R22J/bundle.json","state":"https://pith.science/pith/6CZO7R2N47MU6K74OM26J6R22J/state.json","well_known_bundle":"https://pith.science/.well-known/pith/6CZO7R2N47MU6K74OM26J6R22J/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:6CZO7R2N47MU6K74OM26J6R22J","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":"0edb3c4fb8b2e76a589fea847ab063bcf0f259830c61ba184f3bdbb6ea93c92c","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-11-11T07:45:01Z","title_canon_sha256":"05618620d5a94454abb3862da29baf95776006c1c85b662098a696809fef26dd"},"schema_version":"1.0","source":{"id":"1911.04120","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1911.04120","created_at":"2026-07-05T00:18:18Z"},{"alias_kind":"arxiv_version","alias_value":"1911.04120v1","created_at":"2026-07-05T00:18:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1911.04120","created_at":"2026-07-05T00:18:18Z"},{"alias_kind":"pith_short_12","alias_value":"6CZO7R2N47MU","created_at":"2026-07-05T00:18:18Z"},{"alias_kind":"pith_short_16","alias_value":"6CZO7R2N47MU6K74","created_at":"2026-07-05T00:18:18Z"},{"alias_kind":"pith_short_8","alias_value":"6CZO7R2N","created_at":"2026-07-05T00:18:18Z"}],"graph_snapshots":[{"event_id":"sha256:1c2492826352e5bca9ff791a00a3715e64f0927fca28dcfe9ff579d4cb65d6c7","target":"graph","created_at":"2026-07-05T00:18:18Z","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/1911.04120/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this preregistration submission, we propose an empirical study of how networks handle changes in complexity of the data. We investigate the effect of network capacity on generalization performance in the face of increasing data complexity. For this, we measure the generalization error for an image classification task where the number of classes steadily increases. We compare a number of modern architectures at different scales in this setting. The methodology, setup, and hypotheses described in this proposal were evaluated by peer review before experiments were conducted.","authors_text":"Emir Konuk, Kevin Smith","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-11-11T07:45:01Z","title":"An empirical study of the relation between network architecture and complexity"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1911.04120","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":"sha256:6a6439f0bd15eda0b1e51b1a37f4d163bb31a48a0f64fa5b135219d3cbc5f46a","target":"record","created_at":"2026-07-05T00:18:18Z","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":"0edb3c4fb8b2e76a589fea847ab063bcf0f259830c61ba184f3bdbb6ea93c92c","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-11-11T07:45:01Z","title_canon_sha256":"05618620d5a94454abb3862da29baf95776006c1c85b662098a696809fef26dd"},"schema_version":"1.0","source":{"id":"1911.04120","kind":"arxiv","version":1}},"canonical_sha256":"f0b2efc74de7d94f2bfc7335e4fa3ad259b31aafcff2963753185a3bb7f3f5a7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f0b2efc74de7d94f2bfc7335e4fa3ad259b31aafcff2963753185a3bb7f3f5a7","first_computed_at":"2026-07-05T00:18:18.198262Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:18:18.198262Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"WXpmhE3L9dBFHpO/1ynG6IaUlcmyn5RDWiOPto+j7E2D8e5gutBmABLXKjEeqixVD+sQebHT+Z3dbw8ZNHcGCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T00:18:18.198697Z","signed_message":"canonical_sha256_bytes"},"source_id":"1911.04120","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6a6439f0bd15eda0b1e51b1a37f4d163bb31a48a0f64fa5b135219d3cbc5f46a","sha256:1c2492826352e5bca9ff791a00a3715e64f0927fca28dcfe9ff579d4cb65d6c7"],"state_sha256":"6614693d76da1da38895035891d4f2393f646c239a4bbd3530955a3501b7f333"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Isk4GiPEhtHrRG631h6XlhL1fj6Tm18x2J8E7ZcTFJiz7ZLPmoXokblPzjCZUwCTiLn3zcI1B0rhOYQnNM86Dw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T02:20:22.092371Z","bundle_sha256":"78d4ae5548661a4c0a407fcdd2e265f172d6fb5de005b8e106ce1376264387fd"}}