{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:Q3WH3XYQU6BARAY6GRCZMWGFZ4","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":"45f29c9927f8d1f894f2024f62d9724d39ddfdfa88acf0aba8a1076a09f972b2","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-10-17T13:31:20Z","title_canon_sha256":"9fd27dda8cd4f557615f15593ad1ec7303db49bdeebbc206d795fbfe212e3132"},"schema_version":"1.0","source":{"id":"2210.09082","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2210.09082","created_at":"2026-07-05T05:32:48Z"},{"alias_kind":"arxiv_version","alias_value":"2210.09082v2","created_at":"2026-07-05T05:32:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2210.09082","created_at":"2026-07-05T05:32:48Z"},{"alias_kind":"pith_short_12","alias_value":"Q3WH3XYQU6BA","created_at":"2026-07-05T05:32:48Z"},{"alias_kind":"pith_short_16","alias_value":"Q3WH3XYQU6BARAY6","created_at":"2026-07-05T05:32:48Z"},{"alias_kind":"pith_short_8","alias_value":"Q3WH3XYQ","created_at":"2026-07-05T05:32:48Z"}],"graph_snapshots":[{"event_id":"sha256:29eb18e46883f5dcc91d0c6008f0ece1ab3eca08ae8a377374c6c9ea2cb85aed","target":"graph","created_at":"2026-07-05T05:32:48Z","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/2210.09082/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"There is a recent focus on designing architectures that have an Integer Linear Programming (ILP) layer within a neural model (referred to as Neural ILP in this paper). Neural ILP architectures are suitable for pure reasoning tasks that require data-driven constraint learning or for tasks requiring both perception (neural) and reasoning (ILP). A recent SOTA approach for end-to-end training of Neural ILP explicitly defines gradients through the ILP black box (Paulus et al. 2021) - this trains extremely slowly, owing to a call to the underlying ILP solver for every training data point in a miniba","authors_text":"Mausam, Parag Singla, Rishabh Ranjan, Yatin Nandwani","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-10-17T13:31:20Z","title":"A Solver-Free Framework for Scalable Learning in Neural ILP Architectures"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2210.09082","kind":"arxiv","version":2},"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":"sha256:87ad25970fbbb31cf0a3c14d88fe0652fb99ce27bfd6d0f2a6374b19937817be","target":"record","created_at":"2026-07-05T05:32:48Z","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":"45f29c9927f8d1f894f2024f62d9724d39ddfdfa88acf0aba8a1076a09f972b2","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-10-17T13:31:20Z","title_canon_sha256":"9fd27dda8cd4f557615f15593ad1ec7303db49bdeebbc206d795fbfe212e3132"},"schema_version":"1.0","source":{"id":"2210.09082","kind":"arxiv","version":2}},"canonical_sha256":"86ec7ddf10a78208831e34459658c5cf316990e83df95cc289cc34fd5bc97bba","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"86ec7ddf10a78208831e34459658c5cf316990e83df95cc289cc34fd5bc97bba","first_computed_at":"2026-07-05T05:32:48.826132Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:32:48.826132Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bi6A833xoBWzqtue23ujr5paQj7mtDFl7aoDA//2pRl0XhCOps0BhNb//ylHLl0yPDSyLwwK5/u1X1IEQPWMAw==","signature_status":"signed_v1","signed_at":"2026-07-05T05:32:48.826544Z","signed_message":"canonical_sha256_bytes"},"source_id":"2210.09082","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:87ad25970fbbb31cf0a3c14d88fe0652fb99ce27bfd6d0f2a6374b19937817be","sha256:29eb18e46883f5dcc91d0c6008f0ece1ab3eca08ae8a377374c6c9ea2cb85aed"],"state_sha256":"b17eb5754b1419e9b05f5dd061d610c1ebfeb0f3f7e7e65893bdb80a02e5d2a9"}