{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:LPKD4ENFB6L4B2DTGO5Q4OIPYJ","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":"cc9394d495a5cf08baade12b25d164571bab31cc0557d2ec65b731e14c938376","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2018-10-04T15:15:36Z","title_canon_sha256":"24cda9c61044152623f8b718cc7868a59f05f85151ff91c3ad6d334504dff53e"},"schema_version":"1.0","source":{"id":"1810.02272","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1810.02272","created_at":"2026-05-18T00:04:05Z"},{"alias_kind":"arxiv_version","alias_value":"1810.02272v1","created_at":"2026-05-18T00:04:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1810.02272","created_at":"2026-05-18T00:04:05Z"},{"alias_kind":"pith_short_12","alias_value":"LPKD4ENFB6L4","created_at":"2026-05-18T12:32:37Z"},{"alias_kind":"pith_short_16","alias_value":"LPKD4ENFB6L4B2DT","created_at":"2026-05-18T12:32:37Z"},{"alias_kind":"pith_short_8","alias_value":"LPKD4ENF","created_at":"2026-05-18T12:32:37Z"}],"graph_snapshots":[{"event_id":"sha256:c649d9b8b8efe5ffc6d2baf5ca3046f4bbfd6550f9d2c40e03a0dc9c717f913d","target":"graph","created_at":"2026-05-18T00:04:05Z","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":"Over the past few years Caffe, from Berkeley AI Research, has gained a strong following in the deep learning community with over 15K forks on the github.com/BLVC/Caffe site. With its well organized, very modular C++ design it is easy to work with and very fast. However, in the world of Windows development, C# has helped accelerate development with many of the enhancements that it offers over C++, such as garbage collection, a very rich .NET programming framework and easy database access via Entity Frameworks. So how can a C# developer use the advances of C# to take full advantage of the benefi","authors_text":"David W. Brown","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2018-10-04T15:15:36Z","title":"MyCaffe: A Complete C# Re-Write of Caffe with Reinforcement Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1810.02272","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:cb2fb42dacfa132540d0873e6c2a7de76325723f05d9326c9e35218c92be13f4","target":"record","created_at":"2026-05-18T00:04:05Z","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":"cc9394d495a5cf08baade12b25d164571bab31cc0557d2ec65b731e14c938376","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2018-10-04T15:15:36Z","title_canon_sha256":"24cda9c61044152623f8b718cc7868a59f05f85151ff91c3ad6d334504dff53e"},"schema_version":"1.0","source":{"id":"1810.02272","kind":"arxiv","version":1}},"canonical_sha256":"5bd43e11a50f97c0e87333bb0e390fc2567264906d6ba78e2747df9024710128","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5bd43e11a50f97c0e87333bb0e390fc2567264906d6ba78e2747df9024710128","first_computed_at":"2026-05-18T00:04:05.739847Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:04:05.739847Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+jsWGvxCmKlAQRva+FkR/K1dTtU6sWXJiXnxx8PV+6Zr8kiUT9t6niD8OS14In2R10ksZRDS1g0QmdtTcsynCA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:04:05.740565Z","signed_message":"canonical_sha256_bytes"},"source_id":"1810.02272","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cb2fb42dacfa132540d0873e6c2a7de76325723f05d9326c9e35218c92be13f4","sha256:c649d9b8b8efe5ffc6d2baf5ca3046f4bbfd6550f9d2c40e03a0dc9c717f913d"],"state_sha256":"77891996bc822e048fd77868e2cb0b6e1465472259db8d8f4e9fc7ad6c7772e0"}