{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:M6NOBWIYVOIJFT5QYYH3DSDXVH","short_pith_number":"pith:M6NOBWIY","canonical_record":{"source":{"id":"2505.15836","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2025-05-16T20:51:37Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"614396cba2e9be18a3145f1bc99d2e01d70f94f65a11136e1cd8511e3dec2a66","abstract_canon_sha256":"1752e5aea3da557d5f4a231735a2a5a00a7de5affd6d68b808d1d151f8a2b629"},"schema_version":"1.0"},"canonical_sha256":"679ae0d918ab9092cfb0c60fb1c877a9fff124fc4e29e79dc7efa66647522a6b","source":{"kind":"arxiv","id":"2505.15836","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.15836","created_at":"2026-07-05T11:07:26Z"},{"alias_kind":"arxiv_version","alias_value":"2505.15836v1","created_at":"2026-07-05T11:07:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.15836","created_at":"2026-07-05T11:07:26Z"},{"alias_kind":"pith_short_12","alias_value":"M6NOBWIYVOIJ","created_at":"2026-07-05T11:07:26Z"},{"alias_kind":"pith_short_16","alias_value":"M6NOBWIYVOIJFT5Q","created_at":"2026-07-05T11:07:26Z"},{"alias_kind":"pith_short_8","alias_value":"M6NOBWIY","created_at":"2026-07-05T11:07:26Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:M6NOBWIYVOIJFT5QYYH3DSDXVH","target":"record","payload":{"canonical_record":{"source":{"id":"2505.15836","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2025-05-16T20:51:37Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"614396cba2e9be18a3145f1bc99d2e01d70f94f65a11136e1cd8511e3dec2a66","abstract_canon_sha256":"1752e5aea3da557d5f4a231735a2a5a00a7de5affd6d68b808d1d151f8a2b629"},"schema_version":"1.0"},"canonical_sha256":"679ae0d918ab9092cfb0c60fb1c877a9fff124fc4e29e79dc7efa66647522a6b","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:07:26.009396Z","signature_b64":"NwF+iaby9lLGUNUe4WpdLGr3Lgqlu+j6duBDFDQarrWX4Kxnxtah1A417FAiG22N0PtrBuNtk6sz0+5W4GeFBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"679ae0d918ab9092cfb0c60fb1c877a9fff124fc4e29e79dc7efa66647522a6b","last_reissued_at":"2026-07-05T11:07:26.008806Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:07:26.008806Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2505.15836","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:07:26Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"8kVu+8lN9UG/+B/2pF8Ao314sJVAHwN7OLXp0X8eHgAkqNmAq5EGbKXjOEGvzCTjm3pOnBa0Rvv/ajZJ7mQ9Dw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T10:04:58.970309Z"},"content_sha256":"a80564f6ce78d4df0485f939d88cec037e72ea7fb92dcc6b11cecc190336a6c1","schema_version":"1.0","event_id":"sha256:a80564f6ce78d4df0485f939d88cec037e72ea7fb92dcc6b11cecc190336a6c1"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:M6NOBWIYVOIJFT5QYYH3DSDXVH","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Quantum-Evolutionary Neural Networks for Multi-Agent Federated Learning","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.NE","authors_text":"Aarav Lala, Kalyan Cherukuri","submitted_at":"2025-05-16T20:51:37Z","abstract_excerpt":"As artificial intelligence continues to drive innovation in complex, decentralized environments, the need for scalable, adaptive, and privacy-preserving decision-making systems has become critical. This paper introduces a novel framework combining quantum-inspired neural networks with evolutionary algorithms to optimize real-time decision-making in multi-agent systems (MAS). The proposed Quantum-Evolutionary Neural Network (QE-NN) leverages quantum computing principles -- such as quantum superposition and entanglement -- to enhance learning speed and decision accuracy, while integrating evolut"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.15836","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2505.15836/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:07:26Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"BqNAs5bpuI3Y7wdQo7g5mxCa2KAgDyXvDF7l+jEpdqFePdOwbMfTJfQJSq6+TDOnn8MI7o2tKnBe+zv0trazAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T10:04:58.970929Z"},"content_sha256":"86d3abaa90b54ecdb2c53cece5e27267514fe2907bff8055cbec244693ee635c","schema_version":"1.0","event_id":"sha256:86d3abaa90b54ecdb2c53cece5e27267514fe2907bff8055cbec244693ee635c"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/M6NOBWIYVOIJFT5QYYH3DSDXVH/bundle.json","state_url":"https://pith.science/pith/M6NOBWIYVOIJFT5QYYH3DSDXVH/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/M6NOBWIYVOIJFT5QYYH3DSDXVH/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-23T10:04:58Z","links":{"resolver":"https://pith.science/pith/M6NOBWIYVOIJFT5QYYH3DSDXVH","bundle":"https://pith.science/pith/M6NOBWIYVOIJFT5QYYH3DSDXVH/bundle.json","state":"https://pith.science/pith/M6NOBWIYVOIJFT5QYYH3DSDXVH/state.json","well_known_bundle":"https://pith.science/.well-known/pith/M6NOBWIYVOIJFT5QYYH3DSDXVH/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:M6NOBWIYVOIJFT5QYYH3DSDXVH","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":"1752e5aea3da557d5f4a231735a2a5a00a7de5affd6d68b808d1d151f8a2b629","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2025-05-16T20:51:37Z","title_canon_sha256":"614396cba2e9be18a3145f1bc99d2e01d70f94f65a11136e1cd8511e3dec2a66"},"schema_version":"1.0","source":{"id":"2505.15836","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.15836","created_at":"2026-07-05T11:07:26Z"},{"alias_kind":"arxiv_version","alias_value":"2505.15836v1","created_at":"2026-07-05T11:07:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.15836","created_at":"2026-07-05T11:07:26Z"},{"alias_kind":"pith_short_12","alias_value":"M6NOBWIYVOIJ","created_at":"2026-07-05T11:07:26Z"},{"alias_kind":"pith_short_16","alias_value":"M6NOBWIYVOIJFT5Q","created_at":"2026-07-05T11:07:26Z"},{"alias_kind":"pith_short_8","alias_value":"M6NOBWIY","created_at":"2026-07-05T11:07:26Z"}],"graph_snapshots":[{"event_id":"sha256:86d3abaa90b54ecdb2c53cece5e27267514fe2907bff8055cbec244693ee635c","target":"graph","created_at":"2026-07-05T11:07:26Z","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/2505.15836/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As artificial intelligence continues to drive innovation in complex, decentralized environments, the need for scalable, adaptive, and privacy-preserving decision-making systems has become critical. This paper introduces a novel framework combining quantum-inspired neural networks with evolutionary algorithms to optimize real-time decision-making in multi-agent systems (MAS). The proposed Quantum-Evolutionary Neural Network (QE-NN) leverages quantum computing principles -- such as quantum superposition and entanglement -- to enhance learning speed and decision accuracy, while integrating evolut","authors_text":"Aarav Lala, Kalyan Cherukuri","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2025-05-16T20:51:37Z","title":"Quantum-Evolutionary Neural Networks for Multi-Agent Federated Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.15836","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:a80564f6ce78d4df0485f939d88cec037e72ea7fb92dcc6b11cecc190336a6c1","target":"record","created_at":"2026-07-05T11:07:26Z","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":"1752e5aea3da557d5f4a231735a2a5a00a7de5affd6d68b808d1d151f8a2b629","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2025-05-16T20:51:37Z","title_canon_sha256":"614396cba2e9be18a3145f1bc99d2e01d70f94f65a11136e1cd8511e3dec2a66"},"schema_version":"1.0","source":{"id":"2505.15836","kind":"arxiv","version":1}},"canonical_sha256":"679ae0d918ab9092cfb0c60fb1c877a9fff124fc4e29e79dc7efa66647522a6b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"679ae0d918ab9092cfb0c60fb1c877a9fff124fc4e29e79dc7efa66647522a6b","first_computed_at":"2026-07-05T11:07:26.008806Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:07:26.008806Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"NwF+iaby9lLGUNUe4WpdLGr3Lgqlu+j6duBDFDQarrWX4Kxnxtah1A417FAiG22N0PtrBuNtk6sz0+5W4GeFBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:07:26.009396Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.15836","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a80564f6ce78d4df0485f939d88cec037e72ea7fb92dcc6b11cecc190336a6c1","sha256:86d3abaa90b54ecdb2c53cece5e27267514fe2907bff8055cbec244693ee635c"],"state_sha256":"a52f17ac27ee7692efe6798a77ab78e3bf66a57681800db8537688125e5759fb"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"L1QRrfkclI5Mk+HmC9hjpFBPxrWnOPJfdpHTshq3ovuyBP3RpgBz5rEZBRbPAXcAxry98WyuvyD3A+KcjTXsCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-23T10:04:58.976805Z","bundle_sha256":"07f29ef6034324714d356937564344a3ecccfa361f4801181aaf708b2b080e20"}}