{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:VAJ2DVADYKTTRJR7JRYB3M5OQH","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":"70e4977051bb17819575906e058876d8104a30a100213a889be15c8c07b429b1","cross_cats_sorted":["cs.HC","cs.LG","cs.MA","stat.AP"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2023-12-18T21:35:02Z","title_canon_sha256":"ff2f6416376c562818901f5bec52d35c104cf29c7bd3bd3e0229acc6df2614ae"},"schema_version":"1.0","source":{"id":"2312.11718","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.11718","created_at":"2026-07-05T07:25:53Z"},{"alias_kind":"arxiv_version","alias_value":"2312.11718v1","created_at":"2026-07-05T07:25:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.11718","created_at":"2026-07-05T07:25:53Z"},{"alias_kind":"pith_short_12","alias_value":"VAJ2DVADYKTT","created_at":"2026-07-05T07:25:53Z"},{"alias_kind":"pith_short_16","alias_value":"VAJ2DVADYKTTRJR7","created_at":"2026-07-05T07:25:53Z"},{"alias_kind":"pith_short_8","alias_value":"VAJ2DVAD","created_at":"2026-07-05T07:25:53Z"}],"graph_snapshots":[{"event_id":"sha256:21b0b8ad44fd13391118cfbc04de3b084ca93e33c4ae08325849c53d9e739244","target":"graph","created_at":"2026-07-05T07:25:53Z","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/2312.11718/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Full automation is often not achievable or desirable in critical systems with high-stakes decisions. Instead, human-AI teams can achieve better results. To research, develop, evaluate, and validate algorithms suited for such teaming, lightweight experimentation platforms that enable interactions between humans and multiple AI agents are necessary. However, there are limited examples of such platforms for defense environments. To address this gap, we present the Cogment human-machine teaming experimentation platform, which implements human-machine teaming (HMT) use cases that features heterogen","authors_text":"Clod\\'eric Mars, Laila El Moujtahid, Matthew E. Taylor, Sai Krishna Gottipati","cross_cats":["cs.HC","cs.LG","cs.MA","stat.AP"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2023-12-18T21:35:02Z","title":"Human-Machine Teaming for UAVs: An Experimentation Platform"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.11718","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:bbee57d1bdb08ed7b65b9f734d98123526c4efca43ffa8537e2424abfe9661d9","target":"record","created_at":"2026-07-05T07:25:53Z","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":"70e4977051bb17819575906e058876d8104a30a100213a889be15c8c07b429b1","cross_cats_sorted":["cs.HC","cs.LG","cs.MA","stat.AP"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2023-12-18T21:35:02Z","title_canon_sha256":"ff2f6416376c562818901f5bec52d35c104cf29c7bd3bd3e0229acc6df2614ae"},"schema_version":"1.0","source":{"id":"2312.11718","kind":"arxiv","version":1}},"canonical_sha256":"a813a1d403c2a738a63f4c701db3ae81c7464676c39a3968d2e017f10eda5cfe","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a813a1d403c2a738a63f4c701db3ae81c7464676c39a3968d2e017f10eda5cfe","first_computed_at":"2026-07-05T07:25:53.358601Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:25:53.358601Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"se3ePhHDd8ROxABnOFqnVPagSk+Pyx7aXWsEWqDwD3hLX4anhxKYUTPhcq1z/Zgr7QS1XIGw+1kQTpZkFfYbBA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:25:53.359064Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.11718","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bbee57d1bdb08ed7b65b9f734d98123526c4efca43ffa8537e2424abfe9661d9","sha256:21b0b8ad44fd13391118cfbc04de3b084ca93e33c4ae08325849c53d9e739244"],"state_sha256":"17213089cc2fb21a2454a668ab4d8f65ffbed0f0f6b9c8395d56c32b2d4fa9ac"}