{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:LNTSFOI7FZMZMVL5DQDXH4JINK","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":"8744e4ee4ed60d1022ab9ec03631aa7e493e04ad8e4e9ef2ebf5d9696afd66e4","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2020-10-15T08:08:11Z","title_canon_sha256":"20a549eff7b5da6c5eefe2836ebbc48594e0bb7659c6c1617b506a7d7e21417b"},"schema_version":"1.0","source":{"id":"2010.07584","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2010.07584","created_at":"2026-07-05T01:43:18Z"},{"alias_kind":"arxiv_version","alias_value":"2010.07584v1","created_at":"2026-07-05T01:43:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2010.07584","created_at":"2026-07-05T01:43:18Z"},{"alias_kind":"pith_short_12","alias_value":"LNTSFOI7FZMZ","created_at":"2026-07-05T01:43:18Z"},{"alias_kind":"pith_short_16","alias_value":"LNTSFOI7FZMZMVL5","created_at":"2026-07-05T01:43:18Z"},{"alias_kind":"pith_short_8","alias_value":"LNTSFOI7","created_at":"2026-07-05T01:43:18Z"}],"graph_snapshots":[{"event_id":"sha256:c763610b3f80070ed2b7ab362af98678eec4efdc23113cf01e0b079bf102550f","target":"graph","created_at":"2026-07-05T01:43:18Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2010.07584/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Elasticity is a form of self-adaptivity in cloud-based software systems that is typically restricted to the infrastructure layer and realized through auto-scaling. However, both reactive and proactive forms of infrastructure auto-scaling have limitations, when used separately as well as together. To address these limitations, we propose an approach for self-improving hybrid elasticity control that combines (a) infrastructure and software elasticity, and (b) proactive, reactive and responsive decision-making. At the infrastructure layer, resources are provisioned proactively based on one-step-a","authors_text":"Abdur Rahim Mohammad Forkan, Anton V. Uzunov, Mohan Baruwal Chhetri, Surya Nepal","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2020-10-15T08:08:11Z","title":"Towards Self-Improving Hybrid Elasticity Control of Cloud-based Software Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2010.07584","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":"sha256:11a8372fd202e034825d7ce017819f23a341c422b615911eb3b695617bcf78bf","target":"record","created_at":"2026-07-05T01:43:18Z","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":"8744e4ee4ed60d1022ab9ec03631aa7e493e04ad8e4e9ef2ebf5d9696afd66e4","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2020-10-15T08:08:11Z","title_canon_sha256":"20a549eff7b5da6c5eefe2836ebbc48594e0bb7659c6c1617b506a7d7e21417b"},"schema_version":"1.0","source":{"id":"2010.07584","kind":"arxiv","version":1}},"canonical_sha256":"5b6722b91f2e5996557d1c0773f1286a8760d4f01e4895990c112189b9ec5a17","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5b6722b91f2e5996557d1c0773f1286a8760d4f01e4895990c112189b9ec5a17","first_computed_at":"2026-07-05T01:43:18.542895Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:43:18.542895Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zaYb84lsLFFeeWRhKe/rp7pJAZdvCjCE/P8Wd99nsXksqpCfgJ0cBdykYRi6TPtit4qY9z7ZV5G2xM8Gm3EWCA==","signature_status":"signed_v1","signed_at":"2026-07-05T01:43:18.543265Z","signed_message":"canonical_sha256_bytes"},"source_id":"2010.07584","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:11a8372fd202e034825d7ce017819f23a341c422b615911eb3b695617bcf78bf","sha256:c763610b3f80070ed2b7ab362af98678eec4efdc23113cf01e0b079bf102550f"],"state_sha256":"e00b6e7e4fcba879027dc75dea4852ffb3d4aa6e3ecd5489ab0609574785234b"}