{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2017:5AZW365UIBPTJSTB45CUFXBGYK","short_pith_number":"pith:5AZW365U","schema_version":"1.0","canonical_sha256":"e8336dfbb4405f34ca61e74542dc26c28244b5babfd47ce5c0ec3560265891f7","source":{"kind":"arxiv","id":"1712.00076","version":1},"attestation_state":"computed","paper":{"title":"Machine Learning and Manycore Systems Design: A Serendipitous Symbiosis","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AR"],"primary_cat":"cs.LG","authors_text":"Diana Marculescu, Janardhan Rao Doppa, Partha Pratim Pande, Radu Marculescu, Ryan Gary Kim","submitted_at":"2017-11-30T20:56:17Z","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."},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1712.00076","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2017-11-30T20:56:17Z","cross_cats_sorted":["cs.AR"],"title_canon_sha256":"e9c3f21cf71dc44631b70e1509ad22f25b7574942745dc39c1157f2f9435f763","abstract_canon_sha256":"6d73b0fcc1e6569a964eae91d474bec2a6ccc7fe68660babeed3a19b302865c3"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:28:29.316478Z","signature_b64":"jX5GHD9GzT+oihFQkrPuHbAP9SVXeSJCJcl/q1TzLyhFoE9R7igzBXSJBGZj4AO1CUWEz+9m0KO5fMl3JNAFCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e8336dfbb4405f34ca61e74542dc26c28244b5babfd47ce5c0ec3560265891f7","last_reissued_at":"2026-05-18T00:28:29.315800Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:28:29.315800Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Machine Learning and Manycore Systems Design: A Serendipitous Symbiosis","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AR"],"primary_cat":"cs.LG","authors_text":"Diana Marculescu, Janardhan Rao Doppa, Partha Pratim Pande, Radu Marculescu, Ryan Gary Kim","submitted_at":"2017-11-30T20:56:17Z","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."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1712.00076","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":""},"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"},"aliases":[{"alias_kind":"arxiv","alias_value":"1712.00076","created_at":"2026-05-18T00:28:29.315908+00:00"},{"alias_kind":"arxiv_version","alias_value":"1712.00076v1","created_at":"2026-05-18T00:28:29.315908+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1712.00076","created_at":"2026-05-18T00:28:29.315908+00:00"},{"alias_kind":"pith_short_12","alias_value":"5AZW365UIBPT","created_at":"2026-05-18T12:31:00.734936+00:00"},{"alias_kind":"pith_short_16","alias_value":"5AZW365UIBPTJSTB","created_at":"2026-05-18T12:31:00.734936+00:00"},{"alias_kind":"pith_short_8","alias_value":"5AZW365U","created_at":"2026-05-18T12:31:00.734936+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/5AZW365UIBPTJSTB45CUFXBGYK","json":"https://pith.science/pith/5AZW365UIBPTJSTB45CUFXBGYK.json","graph_json":"https://pith.science/api/pith-number/5AZW365UIBPTJSTB45CUFXBGYK/graph.json","events_json":"https://pith.science/api/pith-number/5AZW365UIBPTJSTB45CUFXBGYK/events.json","paper":"https://pith.science/paper/5AZW365U"},"agent_actions":{"view_html":"https://pith.science/pith/5AZW365UIBPTJSTB45CUFXBGYK","download_json":"https://pith.science/pith/5AZW365UIBPTJSTB45CUFXBGYK.json","view_paper":"https://pith.science/paper/5AZW365U","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1712.00076&json=true","fetch_graph":"https://pith.science/api/pith-number/5AZW365UIBPTJSTB45CUFXBGYK/graph.json","fetch_events":"https://pith.science/api/pith-number/5AZW365UIBPTJSTB45CUFXBGYK/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/5AZW365UIBPTJSTB45CUFXBGYK/action/timestamp_anchor","attest_storage":"https://pith.science/pith/5AZW365UIBPTJSTB45CUFXBGYK/action/storage_attestation","attest_author":"https://pith.science/pith/5AZW365UIBPTJSTB45CUFXBGYK/action/author_attestation","sign_citation":"https://pith.science/pith/5AZW365UIBPTJSTB45CUFXBGYK/action/citation_signature","submit_replication":"https://pith.science/pith/5AZW365UIBPTJSTB45CUFXBGYK/action/replication_record"}},"created_at":"2026-05-18T00:28:29.315908+00:00","updated_at":"2026-05-18T00:28:29.315908+00:00"}