{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:UAWP3UNZM4MCDQ6KHH7LRFGTBF","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":"23a22b0e270ef8a8e0aeb6cd0574158d1e057a6b15ef3fe8ba867c014b250e98","cross_cats_sorted":["cs.CL","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2016-12-26T09:51:18Z","title_canon_sha256":"0fb69c2237e490096e00946e5f1f15f4eb73fa3439b14b286a445146727dbc19"},"schema_version":"1.0","source":{"id":"1612.08354","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1612.08354","created_at":"2026-05-18T00:53:56Z"},{"alias_kind":"arxiv_version","alias_value":"1612.08354v1","created_at":"2026-05-18T00:53:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1612.08354","created_at":"2026-05-18T00:53:56Z"},{"alias_kind":"pith_short_12","alias_value":"UAWP3UNZM4MC","created_at":"2026-05-18T12:30:46Z"},{"alias_kind":"pith_short_16","alias_value":"UAWP3UNZM4MCDQ6K","created_at":"2026-05-18T12:30:46Z"},{"alias_kind":"pith_short_8","alias_value":"UAWP3UNZ","created_at":"2026-05-18T12:30:46Z"}],"graph_snapshots":[{"event_id":"sha256:370d583eb344e873fbbb477b8ac30ec520fbfeb57af6ad81f5e78e46695419ad","target":"graph","created_at":"2026-05-18T00:53:56Z","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 present novel method for image-text multi-modal representation learning. In our knowledge, this work is the first approach of applying adversarial learning concept to multi-modal learning and not exploiting image-text pair information to learn multi-modal feature. We only use category information in contrast with most previous methods using image-text pair information for multi-modal embedding. In this paper, we show that multi-modal feature can be achieved without image-text pair information and our method makes more similar distribution with image and text in multi-modal feature space tha","authors_text":"Gwangbeen Park, Woobin Im","cross_cats":["cs.CL","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2016-12-26T09:51:18Z","title":"Image-Text Multi-Modal Representation Learning by Adversarial Backpropagation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1612.08354","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:c8eeee4770d8d4fc778803da65af77e7f43d84ed8cc223b3be36ce782ee7cbd1","target":"record","created_at":"2026-05-18T00:53:56Z","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":"23a22b0e270ef8a8e0aeb6cd0574158d1e057a6b15ef3fe8ba867c014b250e98","cross_cats_sorted":["cs.CL","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2016-12-26T09:51:18Z","title_canon_sha256":"0fb69c2237e490096e00946e5f1f15f4eb73fa3439b14b286a445146727dbc19"},"schema_version":"1.0","source":{"id":"1612.08354","kind":"arxiv","version":1}},"canonical_sha256":"a02cfdd1b9671821c3ca39feb894d309548665cd313766573d2ff6e64125fc40","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a02cfdd1b9671821c3ca39feb894d309548665cd313766573d2ff6e64125fc40","first_computed_at":"2026-05-18T00:53:56.844729Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:53:56.844729Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"mfFCchbY8jKrD15rBhV6I7TApIt+zcmvIIJONOd110ZdnvYJzTewMvpi8/YvuWt8hC1hdnjy3EQDp5jywP3QAg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:53:56.845168Z","signed_message":"canonical_sha256_bytes"},"source_id":"1612.08354","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c8eeee4770d8d4fc778803da65af77e7f43d84ed8cc223b3be36ce782ee7cbd1","sha256:370d583eb344e873fbbb477b8ac30ec520fbfeb57af6ad81f5e78e46695419ad"],"state_sha256":"0b910118afa5868b1be7ba5f6b7a29e66a1ca0605144f857c3628653f22fad79"}