{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:DRMFJVTZPD52BBPV62SVFIQBPM","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":"6f75c5d217a6f3bae18d94cc4bc17915b6d303e41af0b8de47ebaae03633dde6","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-06T10:26:51Z","title_canon_sha256":"dbf49d27522f21c626df03430c053858bcc2fe51e9335bbaf44a381e4ef707d0"},"schema_version":"1.0","source":{"id":"2412.04925","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.04925","created_at":"2026-07-05T09:45:26Z"},{"alias_kind":"arxiv_version","alias_value":"2412.04925v1","created_at":"2026-07-05T09:45:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.04925","created_at":"2026-07-05T09:45:26Z"},{"alias_kind":"pith_short_12","alias_value":"DRMFJVTZPD52","created_at":"2026-07-05T09:45:26Z"},{"alias_kind":"pith_short_16","alias_value":"DRMFJVTZPD52BBPV","created_at":"2026-07-05T09:45:26Z"},{"alias_kind":"pith_short_8","alias_value":"DRMFJVTZ","created_at":"2026-07-05T09:45:26Z"}],"graph_snapshots":[{"event_id":"sha256:15d189842e064362ca21b6e0163aeeb3262cf55b7840f997c9437fd02b430e7f","target":"graph","created_at":"2026-07-05T09:45:26Z","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/2412.04925/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recently, many studies have been conducted to enhance the zero-shot generalization ability of vision-language models (e.g., CLIP) by addressing the semantic misalignment between image and text embeddings in downstream tasks. Although many efforts have been made, existing methods barely consider the fact that a class of images can be described by notably different textual concepts due to well-known lexical variation in natural language processing, which heavily affects the zero-shot generalization of CLIP. Therefore, this paper proposes a \\textbf{S}ynonymous \\textbf{S}emantic \\textbf{S}pace ($S","authors_text":"Bing Cao, Qilong Wang, Qinghua Hu, Xiaojie Yin","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-06T10:26:51Z","title":"$S^3$: Synonymous Semantic Space for Improving Zero-Shot Generalization of Vision-Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.04925","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:e4955a16599d51ebf32e4bb4db246818294b34802b0d356bbd0d1e6c7ac6e8a7","target":"record","created_at":"2026-07-05T09:45:26Z","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":"6f75c5d217a6f3bae18d94cc4bc17915b6d303e41af0b8de47ebaae03633dde6","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-06T10:26:51Z","title_canon_sha256":"dbf49d27522f21c626df03430c053858bcc2fe51e9335bbaf44a381e4ef707d0"},"schema_version":"1.0","source":{"id":"2412.04925","kind":"arxiv","version":1}},"canonical_sha256":"1c5854d67978fba085f5f6a552a2017b222e36548495387bd731caf1d5386233","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1c5854d67978fba085f5f6a552a2017b222e36548495387bd731caf1d5386233","first_computed_at":"2026-07-05T09:45:26.168144Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:45:26.168144Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gd2wvUMhjTn6aTuW1t6XFjlcJmhPTAEsx/OvoPArxVXs6GFbMxn+8kYYkefINMkD09sejxOzVQBl/iC6SlQKCg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:45:26.168619Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.04925","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e4955a16599d51ebf32e4bb4db246818294b34802b0d356bbd0d1e6c7ac6e8a7","sha256:15d189842e064362ca21b6e0163aeeb3262cf55b7840f997c9437fd02b430e7f"],"state_sha256":"b8a451e34640f7d43216b2418312fe05457705ceb2e7c9af8c863893aee41e9d"}