{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:VEVTTHRKU7I2LLMNKUBWZPHDLV","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":"5abe124531d71ceeda074de1e89a7b226cd8b648560385000e033a64c49628de","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-06-18T18:26:20Z","title_canon_sha256":"91832a8329d162c0c7660476d7087ace0ce95886dc4830685ceea88166929654"},"schema_version":"1.0","source":{"id":"2206.09265","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2206.09265","created_at":"2026-07-05T04:33:53Z"},{"alias_kind":"arxiv_version","alias_value":"2206.09265v2","created_at":"2026-07-05T04:33:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2206.09265","created_at":"2026-07-05T04:33:53Z"},{"alias_kind":"pith_short_12","alias_value":"VEVTTHRKU7I2","created_at":"2026-07-05T04:33:53Z"},{"alias_kind":"pith_short_16","alias_value":"VEVTTHRKU7I2LLMN","created_at":"2026-07-05T04:33:53Z"},{"alias_kind":"pith_short_8","alias_value":"VEVTTHRK","created_at":"2026-07-05T04:33:53Z"}],"graph_snapshots":[{"event_id":"sha256:1ad9643711f1f64f4658af9054bbc69655325d92257866c3690b6c0935630a50","target":"graph","created_at":"2026-07-05T04:33:53Z","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/2206.09265/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present a novel computational model, \"SAViR-T\", for the family of visual reasoning problems embodied in the Raven's Progressive Matrices (RPM). Our model considers explicit spatial semantics of visual elements within each image in the puzzle, encoded as spatio-visual tokens, and learns the intra-image as well as the inter-image token dependencies, highly relevant for the visual reasoning task. Token-wise relationship, modeled through a transformer-based SAViR-T architecture, extract group (row or column) driven representations by leveraging the group-rule coherence and use this as the induc","authors_text":"Kalliopi Basioti, Pritish Sahu, Vladimir Pavlovic","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-06-18T18:26:20Z","title":"SAViR-T: Spatially Attentive Visual Reasoning with Transformers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2206.09265","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":"sha256:01337f18425ca8ec8711c37ef9d88ee8295e2953f92b75e8f7f0305d63e69fa1","target":"record","created_at":"2026-07-05T04:33:53Z","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":"5abe124531d71ceeda074de1e89a7b226cd8b648560385000e033a64c49628de","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-06-18T18:26:20Z","title_canon_sha256":"91832a8329d162c0c7660476d7087ace0ce95886dc4830685ceea88166929654"},"schema_version":"1.0","source":{"id":"2206.09265","kind":"arxiv","version":2}},"canonical_sha256":"a92b399e2aa7d1a5ad8d55036cbce35d52283a68235ef1dfc2a241ca380ff2e4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a92b399e2aa7d1a5ad8d55036cbce35d52283a68235ef1dfc2a241ca380ff2e4","first_computed_at":"2026-07-05T04:33:53.534965Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:33:53.534965Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lx/QedOxJ+bSxgzQnYN0XmdNLIKzF5DRSGD9IV1nAGy4o68c0HBkLOCxuhCI7HU2jJCgmDey24usqhM8dxsXDg==","signature_status":"signed_v1","signed_at":"2026-07-05T04:33:53.535484Z","signed_message":"canonical_sha256_bytes"},"source_id":"2206.09265","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:01337f18425ca8ec8711c37ef9d88ee8295e2953f92b75e8f7f0305d63e69fa1","sha256:1ad9643711f1f64f4658af9054bbc69655325d92257866c3690b6c0935630a50"],"state_sha256":"174b876a2a01a7d754b4220988e9465c5f59ccc9a045049dce475988667a2237"}