{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:BXDW7TR6BVIPWDFHATC2LOAO7N","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":"cd3d07fd93bdb2c8a986c3ba3818829f574cec7910a06efe8eb7091dad01da72","cross_cats_sorted":["cs.LG","cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2018-12-05T00:36:53Z","title_canon_sha256":"fff6f41abe129c0956869fd082d03a7ac5d3581bd20f3177548fc0b606f9d2a0"},"schema_version":"1.0","source":{"id":"1812.01762","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1812.01762","created_at":"2026-05-17T23:55:53Z"},{"alias_kind":"arxiv_version","alias_value":"1812.01762v2","created_at":"2026-05-17T23:55:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1812.01762","created_at":"2026-05-17T23:55:53Z"},{"alias_kind":"pith_short_12","alias_value":"BXDW7TR6BVIP","created_at":"2026-05-18T12:32:16Z"},{"alias_kind":"pith_short_16","alias_value":"BXDW7TR6BVIPWDFH","created_at":"2026-05-18T12:32:16Z"},{"alias_kind":"pith_short_8","alias_value":"BXDW7TR6","created_at":"2026-05-18T12:32:16Z"}],"graph_snapshots":[{"event_id":"sha256:55d0ff354f473d1b8714ea9fb50c201ec67ab683c054d80720acb684d68d7519","target":"graph","created_at":"2026-05-17T23:55:53Z","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":"The recent surge of interest in Deep Neural Networks (DNNs) has led to increasingly complex networks that tax computational and memory resources. Many DNNs presently use 16-bit or 32-bit floating point operations. Significant performance and power gains can be obtained when DNN accelerators support low-precision numerical formats. Despite considerable research, there is still a knowledge gap on how low-precision operations can be realized for both DNN training and inference. In this work, we propose a DNN architecture, Deep Positron, with posit numerical format operating successfully at $\\leq$","authors_text":"Char Khazanov, Dhireesha Kudithipudi, Hamed F. Langroudi, Jeffrey Lillie, John L. Gustafson, Zachariah Carmichael","cross_cats":["cs.LG","cs.NE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2018-12-05T00:36:53Z","title":"Deep Positron: A Deep Neural Network Using the Posit Number System"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1812.01762","kind":"arxiv","version":2},"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:b002182a5486196c92c48e196a633a1a9f5d5748837cb7323190c0e187565fed","target":"record","created_at":"2026-05-17T23:55:53Z","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":"cd3d07fd93bdb2c8a986c3ba3818829f574cec7910a06efe8eb7091dad01da72","cross_cats_sorted":["cs.LG","cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2018-12-05T00:36:53Z","title_canon_sha256":"fff6f41abe129c0956869fd082d03a7ac5d3581bd20f3177548fc0b606f9d2a0"},"schema_version":"1.0","source":{"id":"1812.01762","kind":"arxiv","version":2}},"canonical_sha256":"0dc76fce3e0d50fb0ca704c5a5b80efb4d018491fc859c2b58d2160e8ffe59cb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0dc76fce3e0d50fb0ca704c5a5b80efb4d018491fc859c2b58d2160e8ffe59cb","first_computed_at":"2026-05-17T23:55:53.585674Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:55:53.585674Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cuL7QpTugwPQgcDoH/bQmHwfJY94wUHm64ohotR8DxEwOkiMkkZrS1ekfTpFV73522VRUuJWjoSJpGQgX1GGCw==","signature_status":"signed_v1","signed_at":"2026-05-17T23:55:53.586341Z","signed_message":"canonical_sha256_bytes"},"source_id":"1812.01762","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b002182a5486196c92c48e196a633a1a9f5d5748837cb7323190c0e187565fed","sha256:55d0ff354f473d1b8714ea9fb50c201ec67ab683c054d80720acb684d68d7519"],"state_sha256":"e91c2c6b804df5ecb5173c89c56d93efb53794c0a24b20a0c7858c41e53c0868"}