{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:KDBVMOT44OSKEYQIGVNIAD6Q3Y","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":"519a6ed3d5f66accf1776fd19dd8cb357ec08673413c0e76125b059438098d83","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-06-30T17:12:27Z","title_canon_sha256":"083bcdde0b82b3fe7001271dfc1247b68951a4823d49aae01f0095741f0530e2"},"schema_version":"1.0","source":{"id":"1807.00207","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1807.00207","created_at":"2026-05-18T00:11:55Z"},{"alias_kind":"arxiv_version","alias_value":"1807.00207v1","created_at":"2026-05-18T00:11:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1807.00207","created_at":"2026-05-18T00:11:55Z"},{"alias_kind":"pith_short_12","alias_value":"KDBVMOT44OSK","created_at":"2026-05-18T12:32:33Z"},{"alias_kind":"pith_short_16","alias_value":"KDBVMOT44OSKEYQI","created_at":"2026-05-18T12:32:33Z"},{"alias_kind":"pith_short_8","alias_value":"KDBVMOT4","created_at":"2026-05-18T12:32:33Z"}],"graph_snapshots":[{"event_id":"sha256:8e45a88c14c0d3d2da9fa49e108bcc6d077c92b4b6e2255ee30fe9b54590e3db","target":"graph","created_at":"2026-05-18T00:11:55Z","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":"Caching networks are designed to reduce traffic load at backhaul links, by serving demands from edge-nodes. In the past decades, many studies have been done to address the caching problem. However, in practice, finding an optimal caching policy is still challenging due to dynamicity of traffic and scalability caused by complex impact of caching strategy chosen by each individual cache on other parts of network. In this paper, we focus on cache placement to optimize the performance metrics such as hit ratio in cooperative large-scale caching networks. Our proposed solution, cooperative multi-ag","authors_text":"Babak Hossein Khalaj, Elahe Rezaei, Hafez Eslami Manoochehri","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-06-30T17:12:27Z","title":"Multi-agent Learning for Cooperative Large-scale Caching Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1807.00207","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":"sha256:2daccb572d154c67a8a0f3f23d338a2476cd3cd7a32d364d6c1edd92e636ddd8","target":"record","created_at":"2026-05-18T00:11:55Z","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":"519a6ed3d5f66accf1776fd19dd8cb357ec08673413c0e76125b059438098d83","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-06-30T17:12:27Z","title_canon_sha256":"083bcdde0b82b3fe7001271dfc1247b68951a4823d49aae01f0095741f0530e2"},"schema_version":"1.0","source":{"id":"1807.00207","kind":"arxiv","version":1}},"canonical_sha256":"50c3563a7ce3a4a26208355a800fd0de08576caa0318f76c0e3891c5737b75f6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"50c3563a7ce3a4a26208355a800fd0de08576caa0318f76c0e3891c5737b75f6","first_computed_at":"2026-05-18T00:11:55.679472Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:11:55.679472Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"l4PJV+7Scpej/b1pSyhwnbgK5yDTS2r/kNWgm+l3w4agNb2175tlaQXcOrNwT6ePh/+AjEt6k5WQ0+QyTEJVBA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:11:55.680173Z","signed_message":"canonical_sha256_bytes"},"source_id":"1807.00207","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2daccb572d154c67a8a0f3f23d338a2476cd3cd7a32d364d6c1edd92e636ddd8","sha256:8e45a88c14c0d3d2da9fa49e108bcc6d077c92b4b6e2255ee30fe9b54590e3db"],"state_sha256":"ea86a16682fddef614db08de065fd5fa0991e9b9fcec000590ca354fc8dedc15"}