{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2015:BMEH2DOH7GSIWNMQHGKQKPDN53","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":"0782a0794d2a985dc701351e6d26373f2d860b74c55e4ab391ca1d73e1402040","cross_cats_sorted":["cs.CL","cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2015-09-14T17:19:33Z","title_canon_sha256":"6483b824cd966a78f408a0a4d382346b2dff458da8e86ec60ab88e519991ced4"},"schema_version":"1.0","source":{"id":"1601.03478","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1601.03478","created_at":"2026-05-18T01:22:53Z"},{"alias_kind":"arxiv_version","alias_value":"1601.03478v1","created_at":"2026-05-18T01:22:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1601.03478","created_at":"2026-05-18T01:22:53Z"},{"alias_kind":"pith_short_12","alias_value":"BMEH2DOH7GSI","created_at":"2026-05-18T12:29:14Z"},{"alias_kind":"pith_short_16","alias_value":"BMEH2DOH7GSIWNMQ","created_at":"2026-05-18T12:29:14Z"},{"alias_kind":"pith_short_8","alias_value":"BMEH2DOH","created_at":"2026-05-18T12:29:14Z"}],"graph_snapshots":[{"event_id":"sha256:3a8399f901590c776e842dd58ba3c9f497186a21c466e71585a7c7a0c81a0edd","target":"graph","created_at":"2026-05-18T01:22:53Z","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"},"paper":{"abstract_excerpt":"The ability to describe images with natural language sentences is the hallmark for image and language understanding. Such a system has wide ranging applications such as annotating images and using natural sentences to search for images.In this project we focus on the task of bidirectional image retrieval: such asystem is capable of retrieving an image based on a sentence (image search) andretrieve sentence based on an image query (image annotation). We present asystem based on a global ranking objective function which uses a combinationof convolutional neural networks (CNN) and multi layer per","authors_text":"Afroze Ibrahim Baqapuri","cross_cats":["cs.CL","cs.CV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2015-09-14T17:19:33Z","title":"Deep Learning Applied to Image and Text Matching"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1601.03478","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":"sha256:1f8138e491a9da40bcdbfddf8743b17ab7b5175e811dc58a09edf993025e1b84","target":"record","created_at":"2026-05-18T01:22:53Z","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":"0782a0794d2a985dc701351e6d26373f2d860b74c55e4ab391ca1d73e1402040","cross_cats_sorted":["cs.CL","cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2015-09-14T17:19:33Z","title_canon_sha256":"6483b824cd966a78f408a0a4d382346b2dff458da8e86ec60ab88e519991ced4"},"schema_version":"1.0","source":{"id":"1601.03478","kind":"arxiv","version":1}},"canonical_sha256":"0b087d0dc7f9a48b35903995053c6deef736f501608eb9944a59c7e47c4b957c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0b087d0dc7f9a48b35903995053c6deef736f501608eb9944a59c7e47c4b957c","first_computed_at":"2026-05-18T01:22:53.363688Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:22:53.363688Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"73zYByP7J6/2saMwmMGb2V9hgHCPp74FAyRReAtmt1LfpeM8Khl8ruEG9jtdprNwWdYQ25Bd9zsTGduaLLAVCQ==","signature_status":"signed_v1","signed_at":"2026-05-18T01:22:53.364222Z","signed_message":"canonical_sha256_bytes"},"source_id":"1601.03478","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1f8138e491a9da40bcdbfddf8743b17ab7b5175e811dc58a09edf993025e1b84","sha256:3a8399f901590c776e842dd58ba3c9f497186a21c466e71585a7c7a0c81a0edd"],"state_sha256":"616210972008010aa6fe2b65ec14fe3ab748b6bccdf935ad95b8dd7a3ea810a5"}