{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:5AZW365UIBPTJSTB45CUFXBGYK","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":"6d73b0fcc1e6569a964eae91d474bec2a6ccc7fe68660babeed3a19b302865c3","cross_cats_sorted":["cs.AR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2017-11-30T20:56:17Z","title_canon_sha256":"e9c3f21cf71dc44631b70e1509ad22f25b7574942745dc39c1157f2f9435f763"},"schema_version":"1.0","source":{"id":"1712.00076","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1712.00076","created_at":"2026-05-18T00:28:29Z"},{"alias_kind":"arxiv_version","alias_value":"1712.00076v1","created_at":"2026-05-18T00:28:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1712.00076","created_at":"2026-05-18T00:28:29Z"},{"alias_kind":"pith_short_12","alias_value":"5AZW365UIBPT","created_at":"2026-05-18T12:31:00Z"},{"alias_kind":"pith_short_16","alias_value":"5AZW365UIBPTJSTB","created_at":"2026-05-18T12:31:00Z"},{"alias_kind":"pith_short_8","alias_value":"5AZW365U","created_at":"2026-05-18T12:31:00Z"}],"graph_snapshots":[{"event_id":"sha256:d1223455579688a9406614b5db4ed6ab3ee3030fc536f3436eb3e7aa5690491c","target":"graph","created_at":"2026-05-18T00:28:29Z","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":"Tight collaboration between experts of machine learning and manycore system design is necessary to create a data-driven manycore design framework that integrates both learning and expert knowledge. Such a framework will be necessary to address the rising complexity of designing large-scale manycore systems and machine learning techniques.","authors_text":"Diana Marculescu, Janardhan Rao Doppa, Partha Pratim Pande, Radu Marculescu, Ryan Gary Kim","cross_cats":["cs.AR"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2017-11-30T20:56:17Z","title":"Machine Learning and Manycore Systems Design: A Serendipitous Symbiosis"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1712.00076","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:f6a0581372271e1523b6b344315550db9c958e84a02aae7624df6242890b904e","target":"record","created_at":"2026-05-18T00:28:29Z","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":"6d73b0fcc1e6569a964eae91d474bec2a6ccc7fe68660babeed3a19b302865c3","cross_cats_sorted":["cs.AR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2017-11-30T20:56:17Z","title_canon_sha256":"e9c3f21cf71dc44631b70e1509ad22f25b7574942745dc39c1157f2f9435f763"},"schema_version":"1.0","source":{"id":"1712.00076","kind":"arxiv","version":1}},"canonical_sha256":"e8336dfbb4405f34ca61e74542dc26c28244b5babfd47ce5c0ec3560265891f7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e8336dfbb4405f34ca61e74542dc26c28244b5babfd47ce5c0ec3560265891f7","first_computed_at":"2026-05-18T00:28:29.315800Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:28:29.315800Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jX5GHD9GzT+oihFQkrPuHbAP9SVXeSJCJcl/q1TzLyhFoE9R7igzBXSJBGZj4AO1CUWEz+9m0KO5fMl3JNAFCg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:28:29.316478Z","signed_message":"canonical_sha256_bytes"},"source_id":"1712.00076","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f6a0581372271e1523b6b344315550db9c958e84a02aae7624df6242890b904e","sha256:d1223455579688a9406614b5db4ed6ab3ee3030fc536f3436eb3e7aa5690491c"],"state_sha256":"6dd72b9af7f3017ba1163068c707699384008f9a9b02bfa0f372f489c9af13e4"}