{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:QAFDFEDMRCI7DGTQDSFR3D22RK","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":"5b366ade269e411e20da5c95cbe20bda1c5ed7cd03d8ed417b393d3816776ca2","cross_cats_sorted":["cs.LG","cs.SE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.PL","submitted_at":"2018-09-11T17:50:47Z","title_canon_sha256":"9316072f8e45fc1c878faeb54d275ac1b41c67e0191307d4761cf17f05701736"},"schema_version":"1.0","source":{"id":"1809.04059","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1809.04059","created_at":"2026-05-18T00:05:57Z"},{"alias_kind":"arxiv_version","alias_value":"1809.04059v1","created_at":"2026-05-18T00:05:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1809.04059","created_at":"2026-05-18T00:05:57Z"},{"alias_kind":"pith_short_12","alias_value":"QAFDFEDMRCI7","created_at":"2026-05-18T12:32:46Z"},{"alias_kind":"pith_short_16","alias_value":"QAFDFEDMRCI7DGTQ","created_at":"2026-05-18T12:32:46Z"},{"alias_kind":"pith_short_8","alias_value":"QAFDFEDM","created_at":"2026-05-18T12:32:46Z"}],"graph_snapshots":[{"event_id":"sha256:1976ad975018dfe86228eb3d7f0c2aebeb44270d899c585bfed5d3d41662cdd8","target":"graph","created_at":"2026-05-18T00:05:57Z","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"},"paper":{"abstract_excerpt":"We address the problem of discovering communication links between applications in the popular Android mobile operating system, an important problem for security and privacy in Android. Any scalable static analysis in this complex setting is bound to produce an excessive amount of false-positives, rendering it impractical. To improve precision, we propose to augment static analysis with a trained neural-network model that estimates the probability that a communication link truly exists. We describe a neural-network architecture that encodes abstractions of communicating objects in two applicati","authors_text":"Aws Albarghouthi, Damien Octeau, Jinman Zhao, Somesh Jha, Vaibhav Rastogi","cross_cats":["cs.LG","cs.SE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.PL","submitted_at":"2018-09-11T17:50:47Z","title":"Neural-Augmented Static Analysis of Android Communication"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1809.04059","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:aea63a7d4e186db637dc565595b0cca82cae958379636f019d13dfc38dbd02cd","target":"record","created_at":"2026-05-18T00:05:57Z","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":"5b366ade269e411e20da5c95cbe20bda1c5ed7cd03d8ed417b393d3816776ca2","cross_cats_sorted":["cs.LG","cs.SE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.PL","submitted_at":"2018-09-11T17:50:47Z","title_canon_sha256":"9316072f8e45fc1c878faeb54d275ac1b41c67e0191307d4761cf17f05701736"},"schema_version":"1.0","source":{"id":"1809.04059","kind":"arxiv","version":1}},"canonical_sha256":"800a32906c8891f19a701c8b1d8f5a8abeabd373a4dbfa860f25a53606b383e4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"800a32906c8891f19a701c8b1d8f5a8abeabd373a4dbfa860f25a53606b383e4","first_computed_at":"2026-05-18T00:05:57.408397Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:05:57.408397Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lEbJ1DOWLQ1hd5b7rJ5SFcSptD7WcgT5Tk/yz+sOKW4eXXlQHliZbuNBd8QwDI1N6MqmZhvkjDe+vu0G9VlSDw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:05:57.408917Z","signed_message":"canonical_sha256_bytes"},"source_id":"1809.04059","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:aea63a7d4e186db637dc565595b0cca82cae958379636f019d13dfc38dbd02cd","sha256:1976ad975018dfe86228eb3d7f0c2aebeb44270d899c585bfed5d3d41662cdd8"],"state_sha256":"50c1d74f67f70a5cf2bfbdba4ddc47e100c6b79269e2f36dbbfb8d933f9c5a81"}