{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:FBSKZQTY47X2ZWW3ACN7OW3SXC","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":"36ed6eaebd9cdff7a0e8095a50c5be1641854feb681b5438aec928c22f88c5b4","cross_cats_sorted":["cs.MA"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DC","submitted_at":"2020-12-09T15:22:47Z","title_canon_sha256":"c9db3b9cc26677fc068d426fc8165f18baef23d80ea88a9047019ad8da4a6295"},"schema_version":"1.0","source":{"id":"2012.05105","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2012.05105","created_at":"2026-07-05T01:58:18Z"},{"alias_kind":"arxiv_version","alias_value":"2012.05105v1","created_at":"2026-07-05T01:58:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2012.05105","created_at":"2026-07-05T01:58:18Z"},{"alias_kind":"pith_short_12","alias_value":"FBSKZQTY47X2","created_at":"2026-07-05T01:58:18Z"},{"alias_kind":"pith_short_16","alias_value":"FBSKZQTY47X2ZWW3","created_at":"2026-07-05T01:58:18Z"},{"alias_kind":"pith_short_8","alias_value":"FBSKZQTY","created_at":"2026-07-05T01:58:18Z"}],"graph_snapshots":[{"event_id":"sha256:2a86888ae895e4e1042aa42b9364ae8e4b575f007e97f27101cdebaaa4b35f6a","target":"graph","created_at":"2026-07-05T01:58:18Z","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/2012.05105/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The development of mobile services has impacted a variety of computation-intensive and time-sensitive applications, such as recommendation systems and daily payment methods. However, computing task competition involving limited resources increases the task processing latency and energy consumption of mobile devices, as well as time constraints. Mobile edge computing (MEC) has been widely used to address these problems. However, there are limitations to existing methods used during computation offloading. On the one hand, they focus on independent tasks rather than dependent tasks. The challeng","authors_text":"Honghao Gao, Shahid Mumtaz, Wei Wei, Xiaojin Ma, Xuejie Wang","cross_cats":["cs.MA"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DC","submitted_at":"2020-12-09T15:22:47Z","title":"Com-DDPG: A Multiagent Reinforcement Learning-based Offloading Strategy for Mobile Edge Computing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2012.05105","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":"sha256:89e91b2a7f7e6386e4777af4469734eb64ba9559380b34d7c0e832284507b2f2","target":"record","created_at":"2026-07-05T01:58:18Z","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":"36ed6eaebd9cdff7a0e8095a50c5be1641854feb681b5438aec928c22f88c5b4","cross_cats_sorted":["cs.MA"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DC","submitted_at":"2020-12-09T15:22:47Z","title_canon_sha256":"c9db3b9cc26677fc068d426fc8165f18baef23d80ea88a9047019ad8da4a6295"},"schema_version":"1.0","source":{"id":"2012.05105","kind":"arxiv","version":1}},"canonical_sha256":"2864acc278e7efacdadb009bf75b72b8b992d79154d890e36c63167fd8501cc5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2864acc278e7efacdadb009bf75b72b8b992d79154d890e36c63167fd8501cc5","first_computed_at":"2026-07-05T01:58:18.778882Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:58:18.778882Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZM0lHqM7fU6F/Y95Rye5ft1VDqikLSa0PfFhwzEubraCQMAjUby6kPCZGuZPZ3BFAakvqGztGMEHQ1bbbuDlDw==","signature_status":"signed_v1","signed_at":"2026-07-05T01:58:18.779297Z","signed_message":"canonical_sha256_bytes"},"source_id":"2012.05105","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:89e91b2a7f7e6386e4777af4469734eb64ba9559380b34d7c0e832284507b2f2","sha256:2a86888ae895e4e1042aa42b9364ae8e4b575f007e97f27101cdebaaa4b35f6a"],"state_sha256":"3838d0dde37be8ea1dde3aef2d7641700e39f94c9af258e86a01559038cb8abd"}