{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:EG64ZEFM7DRFU6BOVXTRVDQHFR","short_pith_number":"pith:EG64ZEFM","schema_version":"1.0","canonical_sha256":"21bdcc90acf8e25a782eade71a8e072c43cedc16dd4373f84d6f7e9e7a37e861","source":{"kind":"arxiv","id":"2601.10705","version":3},"attestation_state":"computed","paper":{"title":"Distributed Perceptron under Bounded Staleness, Partial Participation, and Noisy Communication","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Anant Raj, Girish Varma, Keval Jain, Saurav Prakash","submitted_at":"2026-01-15T18:56:54Z","abstract_excerpt":"We study a semi-asynchronous client-server perceptron trained via iterative parameter mixing (IPM-style averaging): clients run local perceptron updates and a server forms a global model by aggregating the updates that arrive in each communication round. The setting captures three system effects in federated and distributed deployments: (i) stale updates due to delayed model delivery and delayed application of client computations (two-sided version lag), (ii) partial participation (intermittent client availability), and (iii) imperfect communication on both downlink and uplink, modeled as effe"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2601.10705","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-01-15T18:56:54Z","cross_cats_sorted":[],"title_canon_sha256":"c0458e0b2de8bf2873eb6d714d27e1e88a968d0157ec79820e65a1ccdff40b1a","abstract_canon_sha256":"ac985188191239fe83dea0c5b26541a24a5a8c52f881e597a5bc4abe8728c24b"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-20T00:03:02.282044Z","signature_b64":"jcteIeBrYlsXALWBmBXj4HlzOC1dWTRMA0IuV2H5xAZFneOcJB6QKuJ0cIsCA7s6gNR9Sj5CAiK6tPEdwtUgAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"21bdcc90acf8e25a782eade71a8e072c43cedc16dd4373f84d6f7e9e7a37e861","last_reissued_at":"2026-05-20T00:03:02.281181Z","signature_status":"signed_v1","first_computed_at":"2026-05-20T00:03:02.281181Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Distributed Perceptron under Bounded Staleness, Partial Participation, and Noisy Communication","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Anant Raj, Girish Varma, Keval Jain, Saurav Prakash","submitted_at":"2026-01-15T18:56:54Z","abstract_excerpt":"We study a semi-asynchronous client-server perceptron trained via iterative parameter mixing (IPM-style averaging): clients run local perceptron updates and a server forms a global model by aggregating the updates that arrive in each communication round. The setting captures three system effects in federated and distributed deployments: (i) stale updates due to delayed model delivery and delayed application of client computations (two-sided version lag), (ii) partial participation (intermittent client availability), and (iii) imperfect communication on both downlink and uplink, modeled as effe"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2601.10705","kind":"arxiv","version":3},"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/2601.10705/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2601.10705","created_at":"2026-05-20T00:03:02.281336+00:00"},{"alias_kind":"arxiv_version","alias_value":"2601.10705v3","created_at":"2026-05-20T00:03:02.281336+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2601.10705","created_at":"2026-05-20T00:03:02.281336+00:00"},{"alias_kind":"pith_short_12","alias_value":"EG64ZEFM7DRF","created_at":"2026-05-20T00:03:02.281336+00:00"},{"alias_kind":"pith_short_16","alias_value":"EG64ZEFM7DRFU6BO","created_at":"2026-05-20T00:03:02.281336+00:00"},{"alias_kind":"pith_short_8","alias_value":"EG64ZEFM","created_at":"2026-05-20T00:03:02.281336+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/EG64ZEFM7DRFU6BOVXTRVDQHFR","json":"https://pith.science/pith/EG64ZEFM7DRFU6BOVXTRVDQHFR.json","graph_json":"https://pith.science/api/pith-number/EG64ZEFM7DRFU6BOVXTRVDQHFR/graph.json","events_json":"https://pith.science/api/pith-number/EG64ZEFM7DRFU6BOVXTRVDQHFR/events.json","paper":"https://pith.science/paper/EG64ZEFM"},"agent_actions":{"view_html":"https://pith.science/pith/EG64ZEFM7DRFU6BOVXTRVDQHFR","download_json":"https://pith.science/pith/EG64ZEFM7DRFU6BOVXTRVDQHFR.json","view_paper":"https://pith.science/paper/EG64ZEFM","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2601.10705&json=true","fetch_graph":"https://pith.science/api/pith-number/EG64ZEFM7DRFU6BOVXTRVDQHFR/graph.json","fetch_events":"https://pith.science/api/pith-number/EG64ZEFM7DRFU6BOVXTRVDQHFR/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/EG64ZEFM7DRFU6BOVXTRVDQHFR/action/timestamp_anchor","attest_storage":"https://pith.science/pith/EG64ZEFM7DRFU6BOVXTRVDQHFR/action/storage_attestation","attest_author":"https://pith.science/pith/EG64ZEFM7DRFU6BOVXTRVDQHFR/action/author_attestation","sign_citation":"https://pith.science/pith/EG64ZEFM7DRFU6BOVXTRVDQHFR/action/citation_signature","submit_replication":"https://pith.science/pith/EG64ZEFM7DRFU6BOVXTRVDQHFR/action/replication_record"}},"created_at":"2026-05-20T00:03:02.281336+00:00","updated_at":"2026-05-20T00:03:02.281336+00:00"}