{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:636GOQ5V52Z6PDIPSIPW6W3SMJ","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":"db6f72f48de401787cf0b051748cba4a54c785ba1b7eea2466af9306d8c768d0","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-05-30T12:04:49Z","title_canon_sha256":"ed895eb1ce9d2603348e955aa388479f450780a4a299c7fcd665ae8b4384971f"},"schema_version":"1.0","source":{"id":"2205.15025","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2205.15025","created_at":"2026-07-05T04:27:23Z"},{"alias_kind":"arxiv_version","alias_value":"2205.15025v1","created_at":"2026-07-05T04:27:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2205.15025","created_at":"2026-07-05T04:27:23Z"},{"alias_kind":"pith_short_12","alias_value":"636GOQ5V52Z6","created_at":"2026-07-05T04:27:23Z"},{"alias_kind":"pith_short_16","alias_value":"636GOQ5V52Z6PDIP","created_at":"2026-07-05T04:27:23Z"},{"alias_kind":"pith_short_8","alias_value":"636GOQ5V","created_at":"2026-07-05T04:27:23Z"}],"graph_snapshots":[{"event_id":"sha256:e80c197757f8fd85138acf30852d25257d421b3eb8ef99baf39ec20a6ac1bf6c","target":"graph","created_at":"2026-07-05T04:27:23Z","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/2205.15025/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Designing efficient and reliable VQA systems remains a challenging problem, more so in the case of disaster management and response systems. In this work, we revisit fundamental combination methods like concatenation, addition and element-wise multiplication with modern image and text feature abstraction models. We design a simple and efficient system which outperforms pre-existing methods on the FloodNet dataset and achieves state-of-the-art performance. This simplified system requires significantly less training and inference time than modern VQA architectures. We also study the performance ","authors_text":"Aditya Kane, Sahil Khose","cross_cats":["cs.AI","cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-05-30T12:04:49Z","title":"An Efficient Modern Baseline for FloodNet VQA"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2205.15025","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:d69d3dda9ad38cb89b5fee516cde329cc9bbc4472ba0cf4f6e4fa5ebfff936aa","target":"record","created_at":"2026-07-05T04:27:23Z","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":"db6f72f48de401787cf0b051748cba4a54c785ba1b7eea2466af9306d8c768d0","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-05-30T12:04:49Z","title_canon_sha256":"ed895eb1ce9d2603348e955aa388479f450780a4a299c7fcd665ae8b4384971f"},"schema_version":"1.0","source":{"id":"2205.15025","kind":"arxiv","version":1}},"canonical_sha256":"f6fc6743b5eeb3e78d0f921f6f5b726275b42f4599096e0b17b7df8e60e2def6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f6fc6743b5eeb3e78d0f921f6f5b726275b42f4599096e0b17b7df8e60e2def6","first_computed_at":"2026-07-05T04:27:23.591888Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:27:23.591888Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"YnpbrQFEf0+V2Bv28wFFigi5jwq43O4WHt2xN6RUuuFMqgSLJL6eC84qI4DvF5t11DpXZQg2AD86Zlu9FPdnCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T04:27:23.592355Z","signed_message":"canonical_sha256_bytes"},"source_id":"2205.15025","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d69d3dda9ad38cb89b5fee516cde329cc9bbc4472ba0cf4f6e4fa5ebfff936aa","sha256:e80c197757f8fd85138acf30852d25257d421b3eb8ef99baf39ec20a6ac1bf6c"],"state_sha256":"f06c8e74ac706824fa23dd6dbf085757b85d93faa6bf5984ad35e08cfe84d7d5"}