{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:GKQCRLN74SI5MPPCFXI6LHQ5LL","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":"a2962f29bade58f4a1e727689ab9c781e8ff1842bf955387422330b097bdd11b","cross_cats_sorted":["cs.NA","cs.NI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.NA","submitted_at":"2020-06-26T19:17:49Z","title_canon_sha256":"e0566bbebb82c880efb18da4b2905eb6b13844dc0d4134f40d0f8941fb6b3da8"},"schema_version":"1.0","source":{"id":"2006.15182","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2006.15182","created_at":"2026-07-05T01:14:02Z"},{"alias_kind":"arxiv_version","alias_value":"2006.15182v1","created_at":"2026-07-05T01:14:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2006.15182","created_at":"2026-07-05T01:14:02Z"},{"alias_kind":"pith_short_12","alias_value":"GKQCRLN74SI5","created_at":"2026-07-05T01:14:02Z"},{"alias_kind":"pith_short_16","alias_value":"GKQCRLN74SI5MPPC","created_at":"2026-07-05T01:14:02Z"},{"alias_kind":"pith_short_8","alias_value":"GKQCRLN7","created_at":"2026-07-05T01:14:02Z"}],"graph_snapshots":[{"event_id":"sha256:a210d1f8c3fad43e0366f23b2d0bc3d8a9cccaec9d6700f8cfe782c115b3a19c","target":"graph","created_at":"2026-07-05T01:14:02Z","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/2006.15182/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Components connected over a network influence each other and interact in various ways. Examples of such systems are networks of computing nodes, which the nodes interact by exchanging workload, for instance, for load balancing purposes. In this paper, we first study the Influence Model, a networked Markov chain framework, for modeling network interactions and discuss two key limitations of this model, which cause it to fall short in modeling constraint-based and dynamic interactions in networks. Next, we propose the Dynamic and Constraint-based Influence Model (DCIM) to alleviate the limitatio","authors_text":"Ehsan Siavashi, Mahshid Rahnamay-Naeini","cross_cats":["cs.NA","cs.NI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.NA","submitted_at":"2020-06-26T19:17:49Z","title":"Dynamic Constraint-based Influence Framework and its Application in Stochastic Modeling of Load Balancing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2006.15182","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:add1e4b310ca10c5b23410e100fb38377e96bceb5891ce5a2ad3602a22aea1e6","target":"record","created_at":"2026-07-05T01:14:02Z","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":"a2962f29bade58f4a1e727689ab9c781e8ff1842bf955387422330b097bdd11b","cross_cats_sorted":["cs.NA","cs.NI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.NA","submitted_at":"2020-06-26T19:17:49Z","title_canon_sha256":"e0566bbebb82c880efb18da4b2905eb6b13844dc0d4134f40d0f8941fb6b3da8"},"schema_version":"1.0","source":{"id":"2006.15182","kind":"arxiv","version":1}},"canonical_sha256":"32a028adbfe491d63de22dd1e59e1d5ac177464c39cc53f353f5321bf344c984","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"32a028adbfe491d63de22dd1e59e1d5ac177464c39cc53f353f5321bf344c984","first_computed_at":"2026-07-05T01:14:02.934478Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:14:02.934478Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"nbfk0BDYdJXcvSBAcaPZHNxB3MVd+NcYdkIvzFHUWAC8W7rGLxKzTY4hd34IfB16lHIYeqVapueUSavFMXy8CQ==","signature_status":"signed_v1","signed_at":"2026-07-05T01:14:02.934848Z","signed_message":"canonical_sha256_bytes"},"source_id":"2006.15182","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:add1e4b310ca10c5b23410e100fb38377e96bceb5891ce5a2ad3602a22aea1e6","sha256:a210d1f8c3fad43e0366f23b2d0bc3d8a9cccaec9d6700f8cfe782c115b3a19c"],"state_sha256":"1a1012dacda2269918d0e25d08e438fe5dba36ea57d1b5eca8ebfaf554b29162"}