{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:7BIWMJS45XBB4U3OQHWOUYYF2M","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":"3d9017468e59f61502b33283f9f1bacad62789e56ca03c97557d489e15c6dc8c","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2017-12-11T17:07:12Z","title_canon_sha256":"f29c30e6ff36b86fd5bcc05c16883ec2367bdd6e6dd27dea915bc613a1404b05"},"schema_version":"1.0","source":{"id":"1712.03890","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1712.03890","created_at":"2026-05-18T00:28:09Z"},{"alias_kind":"arxiv_version","alias_value":"1712.03890v1","created_at":"2026-05-18T00:28:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1712.03890","created_at":"2026-05-18T00:28:09Z"},{"alias_kind":"pith_short_12","alias_value":"7BIWMJS45XBB","created_at":"2026-05-18T12:31:03Z"},{"alias_kind":"pith_short_16","alias_value":"7BIWMJS45XBB4U3O","created_at":"2026-05-18T12:31:03Z"},{"alias_kind":"pith_short_8","alias_value":"7BIWMJS4","created_at":"2026-05-18T12:31:03Z"}],"graph_snapshots":[{"event_id":"sha256:6708a715e5db6390545b664ef29aa56662cea62721ee06868089d2957eafe121","target":"graph","created_at":"2026-05-18T00:28:09Z","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":"In recent years, many techniques have been developed to improve the performance and efficiency of data center networks. While these techniques provide high accuracy, they are often designed using heuristics that leverage domain-specific properties of the workload or hardware.\n  In this vision paper, we argue that many data center networking techniques, e.g., routing, topology augmentation, energy savings, with diverse goals actually share design and architectural similarity. We present a design for developing general intermediate representations of network topologies using deep learning that i","authors_text":"Asim Kadav, Christopher Streiffer, Huan Chen, Theophilus Benson","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2017-12-11T17:07:12Z","title":"DeepConfig: Automating Data Center Network Topologies Management with Machine Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1712.03890","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:c042d710e9c883b891223886541a9e4a9989c8c12269fac3703f7d2439a103ea","target":"record","created_at":"2026-05-18T00:28:09Z","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":"3d9017468e59f61502b33283f9f1bacad62789e56ca03c97557d489e15c6dc8c","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2017-12-11T17:07:12Z","title_canon_sha256":"f29c30e6ff36b86fd5bcc05c16883ec2367bdd6e6dd27dea915bc613a1404b05"},"schema_version":"1.0","source":{"id":"1712.03890","kind":"arxiv","version":1}},"canonical_sha256":"f85166265cedc21e536e81ecea6305d3092159ef15ad5e503e9b7558e8c9927a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f85166265cedc21e536e81ecea6305d3092159ef15ad5e503e9b7558e8c9927a","first_computed_at":"2026-05-18T00:28:09.761187Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:28:09.761187Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"I+UGzZ21Fa/1gQN/tiDQGXaWII0ATWcUsiphP1KydMOpRYjW21JcHQpvqM0ZHZ5+ncJRIa9mzCGexylKb1pCCQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:28:09.761864Z","signed_message":"canonical_sha256_bytes"},"source_id":"1712.03890","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c042d710e9c883b891223886541a9e4a9989c8c12269fac3703f7d2439a103ea","sha256:6708a715e5db6390545b664ef29aa56662cea62721ee06868089d2957eafe121"],"state_sha256":"74fd4f7b1cd5994328ce0fc23eed55ce18c6dbcda70fc90655668403f11fd102"}