{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:5ZJ55HTCUDZPQB2FXYJKGTUBQM","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":"cf8f86e65263c00bc03976f59a969e02f093a853d2d65b6f91fff28cb8032ce3","cross_cats_sorted":["cs.LG","cs.MA","math.IT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2023-05-15T09:32:42Z","title_canon_sha256":"a796988e49d82b403376e1250bdc6c153aa4252c09d08052d0cadb0f853821c7"},"schema_version":"1.0","source":{"id":"2305.08481","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.08481","created_at":"2026-07-05T06:10:02Z"},{"alias_kind":"arxiv_version","alias_value":"2305.08481v1","created_at":"2026-07-05T06:10:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.08481","created_at":"2026-07-05T06:10:02Z"},{"alias_kind":"pith_short_12","alias_value":"5ZJ55HTCUDZP","created_at":"2026-07-05T06:10:02Z"},{"alias_kind":"pith_short_16","alias_value":"5ZJ55HTCUDZPQB2F","created_at":"2026-07-05T06:10:02Z"},{"alias_kind":"pith_short_8","alias_value":"5ZJ55HTC","created_at":"2026-07-05T06:10:02Z"}],"graph_snapshots":[{"event_id":"sha256:cafbcca1516ef332accea99b37f3987571f5e4b1c3e9596114194e3c4a3dd00e","target":"graph","created_at":"2026-07-05T06:10:02Z","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/2305.08481/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"With countless promising applications in various domains such as IoT and industry 4.0, task-oriented communication design (TOCD) is getting accelerated attention from the research community. This paper presents a novel approach for designing scalable task-oriented quantization and communications in cooperative multi-agent systems (MAS). The proposed approach utilizes the TOCD framework and the value of information (VoI) concept to enable efficient communication of quantized observations among agents while maximizing the average return performance of the MAS, a parameter that quantifies the MAS","authors_text":"Arsham Mostaani, Bjorn Ottersten, Hamed Habibi, Symeon Chatzinotas, Thang X. Vu","cross_cats":["cs.LG","cs.MA","math.IT"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2023-05-15T09:32:42Z","title":"Task-Oriented Communication Design at Scale"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.08481","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":"sha256:5fcf786d265aa9d8852c6286485f59c443c28ff3ad7d79fdee5b08b38823bc0b","target":"record","created_at":"2026-07-05T06:10:02Z","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":"cf8f86e65263c00bc03976f59a969e02f093a853d2d65b6f91fff28cb8032ce3","cross_cats_sorted":["cs.LG","cs.MA","math.IT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2023-05-15T09:32:42Z","title_canon_sha256":"a796988e49d82b403376e1250bdc6c153aa4252c09d08052d0cadb0f853821c7"},"schema_version":"1.0","source":{"id":"2305.08481","kind":"arxiv","version":1}},"canonical_sha256":"ee53de9e62a0f2f80745be12a34e818338100fa0b4ef683b02278bab774189ee","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ee53de9e62a0f2f80745be12a34e818338100fa0b4ef683b02278bab774189ee","first_computed_at":"2026-07-05T06:10:02.305663Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:10:02.305663Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LVLbB+m1javhHFQME/N1sN/6RZXYBkdjfDCGYMlKj8EIZNtehB6uWLF+RzasvPIhHsBqjiFArCKhqeSTvIVUCA==","signature_status":"signed_v1","signed_at":"2026-07-05T06:10:02.306078Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.08481","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5fcf786d265aa9d8852c6286485f59c443c28ff3ad7d79fdee5b08b38823bc0b","sha256:cafbcca1516ef332accea99b37f3987571f5e4b1c3e9596114194e3c4a3dd00e"],"state_sha256":"9eaacd5c019674ffb4573be435488d77544f3db9ccdef2ce3bf525f2cd2673a0"}