{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:7K6IPLIGYW4FMJB2OIPSGX6ICT","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":"6bdc54ae7a67665f833ae2705b7b31a989c2cd4d30b5de4423009fd3baee87b9","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-02T05:52:30Z","title_canon_sha256":"6e371b6abbae26aec3f2ba1bba7b7f8b6e8715764f47443eb3ca2abbd6c4f07b"},"schema_version":"1.0","source":{"id":"2504.01383","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.01383","created_at":"2026-07-05T10:43:13Z"},{"alias_kind":"arxiv_version","alias_value":"2504.01383v1","created_at":"2026-07-05T10:43:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.01383","created_at":"2026-07-05T10:43:13Z"},{"alias_kind":"pith_short_12","alias_value":"7K6IPLIGYW4F","created_at":"2026-07-05T10:43:13Z"},{"alias_kind":"pith_short_16","alias_value":"7K6IPLIGYW4FMJB2","created_at":"2026-07-05T10:43:13Z"},{"alias_kind":"pith_short_8","alias_value":"7K6IPLIG","created_at":"2026-07-05T10:43:13Z"}],"graph_snapshots":[{"event_id":"sha256:cd54951c3aa3873c11b0c36373cfe03b16de18bb394cd110105206a2ffbbd969","target":"graph","created_at":"2026-07-05T10:43:13Z","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/2504.01383/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we address the challenging problem of open-world instance segmentation. Existing works have shown that vanilla visual networks are biased toward learning appearance information, \\eg texture, to recognize objects. This implicit bias causes the model to fail in detecting novel objects with unseen textures in the open-world setting. To address this challenge, we propose a learning framework, called view-Consistent LeaRning (v-CLR), which aims to enforce the model to learn appearance-invariant representations for robust instance segmentation. In v-CLR, we first introduce additional ","authors_text":"Chang-Bin Zhang, Jinhong Ni, Kai Han, Yujie Zhong","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-02T05:52:30Z","title":"v-CLR: View-Consistent Learning for Open-World Instance Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.01383","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:a9bd9aafc458bde83a07caa64826027179c64fb6ea30481cc8ea3bf6cefe91f2","target":"record","created_at":"2026-07-05T10:43:13Z","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":"6bdc54ae7a67665f833ae2705b7b31a989c2cd4d30b5de4423009fd3baee87b9","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-02T05:52:30Z","title_canon_sha256":"6e371b6abbae26aec3f2ba1bba7b7f8b6e8715764f47443eb3ca2abbd6c4f07b"},"schema_version":"1.0","source":{"id":"2504.01383","kind":"arxiv","version":1}},"canonical_sha256":"fabc87ad06c5b856243a721f235fc814eb9ba65d037840901204a98c3957a9f9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fabc87ad06c5b856243a721f235fc814eb9ba65d037840901204a98c3957a9f9","first_computed_at":"2026-07-05T10:43:13.889372Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:43:13.889372Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"uHGf/KFj5sZR+LH4hCJCoArp/EYK7xvdpVEB7qDxozjjFJ5Y2T3onL7VvOPelMFnYuvoeOee5k3CmeHswMpIAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:43:13.889760Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.01383","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a9bd9aafc458bde83a07caa64826027179c64fb6ea30481cc8ea3bf6cefe91f2","sha256:cd54951c3aa3873c11b0c36373cfe03b16de18bb394cd110105206a2ffbbd969"],"state_sha256":"12dde32f086f435077be4692bbd48d224c8b76c7b94faf0a00c0c5408aef2f0e"}