{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:6PGLZRKZRVDUS3PSVFPV2I7CMJ","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":"4f4ee2e552f00da05d418197fdff3382bc3ba1c05f32fb95a826b5008a3fb926","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-03-02T18:56:39Z","title_canon_sha256":"df3de7b49163520f263cfe2acfe55567083292c17c1121fe3406a83e39717d0e"},"schema_version":"1.0","source":{"id":"2303.01494","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2303.01494","created_at":"2026-07-05T05:47:31Z"},{"alias_kind":"arxiv_version","alias_value":"2303.01494v1","created_at":"2026-07-05T05:47:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2303.01494","created_at":"2026-07-05T05:47:31Z"},{"alias_kind":"pith_short_12","alias_value":"6PGLZRKZRVDU","created_at":"2026-07-05T05:47:31Z"},{"alias_kind":"pith_short_16","alias_value":"6PGLZRKZRVDUS3PS","created_at":"2026-07-05T05:47:31Z"},{"alias_kind":"pith_short_8","alias_value":"6PGLZRKZ","created_at":"2026-07-05T05:47:31Z"}],"graph_snapshots":[{"event_id":"sha256:ce486c1c675f5f1364b9eca3a24db1e197819f4582ac1d2b22b22faef247b85c","target":"graph","created_at":"2026-07-05T05:47:31Z","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/2303.01494/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"What is an image and how to extract latent features? Convolutional Networks (ConvNets) consider an image as organized pixels in a rectangular shape and extract features via convolutional operation in local region; Vision Transformers (ViTs) treat an image as a sequence of patches and extract features via attention mechanism in a global range. In this work, we introduce a straightforward and promising paradigm for visual representation, which is called Context Clusters. Context clusters (CoCs) view an image as a set of unorganized points and extract features via simplified clustering algorithm.","authors_text":"Bin Sun, Can Qin, Chang Liu, Huan Wang, Xu Ma, Yun Fu, Yuqian Zhou","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-03-02T18:56:39Z","title":"Image as Set of Points"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2303.01494","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":"sha256:4774ec781297e2cce04f229d8c3178cb11d962561b835b986e4e48bb09c5869c","target":"record","created_at":"2026-07-05T05:47:31Z","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":"4f4ee2e552f00da05d418197fdff3382bc3ba1c05f32fb95a826b5008a3fb926","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-03-02T18:56:39Z","title_canon_sha256":"df3de7b49163520f263cfe2acfe55567083292c17c1121fe3406a83e39717d0e"},"schema_version":"1.0","source":{"id":"2303.01494","kind":"arxiv","version":1}},"canonical_sha256":"f3ccbcc5598d47496df2a95f5d23e26244610e0df54665680e9cfe66aef7688f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f3ccbcc5598d47496df2a95f5d23e26244610e0df54665680e9cfe66aef7688f","first_computed_at":"2026-07-05T05:47:31.863980Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:47:31.863980Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2SBItcLHEJYRMODLEuAwkpHDqyZVzTcQ1CytMmrryncW5K7mO5BaowY4rnOz/Q2+XVIZkrlUl4ioAa+PymKPDA==","signature_status":"signed_v1","signed_at":"2026-07-05T05:47:31.864475Z","signed_message":"canonical_sha256_bytes"},"source_id":"2303.01494","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4774ec781297e2cce04f229d8c3178cb11d962561b835b986e4e48bb09c5869c","sha256:ce486c1c675f5f1364b9eca3a24db1e197819f4582ac1d2b22b22faef247b85c"],"state_sha256":"e99b357e4172cfe116acd4c71e8217a9fd901bae448b715c6a0e428c71e8f5d5"}