{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:YEFWOUA5CPT37YIA5FN7L7TNAF","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":"4f7428535a63410e114aa47ec2168e78ee43313850d68ddaadd687f259a5f240","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-11-21T10:37:28Z","title_canon_sha256":"e4a0d2c27aa52ba815a116a03be1f2920d42bc6afc69006c003e35e61102b106"},"schema_version":"1.0","source":{"id":"2211.11335","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2211.11335","created_at":"2026-07-05T05:17:52Z"},{"alias_kind":"arxiv_version","alias_value":"2211.11335v1","created_at":"2026-07-05T05:17:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2211.11335","created_at":"2026-07-05T05:17:52Z"},{"alias_kind":"pith_short_12","alias_value":"YEFWOUA5CPT3","created_at":"2026-07-05T05:17:52Z"},{"alias_kind":"pith_short_16","alias_value":"YEFWOUA5CPT37YIA","created_at":"2026-07-05T05:17:52Z"},{"alias_kind":"pith_short_8","alias_value":"YEFWOUA5","created_at":"2026-07-05T05:17:52Z"}],"graph_snapshots":[{"event_id":"sha256:78b70727815d468c38aa6de11644386df55743f884cdc8066b7a8a358fa26fc3","target":"graph","created_at":"2026-07-05T05:17:52Z","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/2211.11335/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recently, semi-supervised semantic segmentation has achieved promising performance with a small fraction of labeled data. However, most existing studies treat all unlabeled data equally and barely consider the differences and training difficulties among unlabeled instances. Differentiating unlabeled instances can promote instance-specific supervision to adapt to the model's evolution dynamically. In this paper, we emphasize the cruciality of instance differences and propose an instance-specific and model-adaptive supervision for semi-supervised semantic segmentation, named iMAS. Relying on the","authors_text":"Jimin Pi, Jingdong Wang, Luping Zhou, Sifan Long, Zhen Zhao","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-11-21T10:37:28Z","title":"Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2211.11335","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:aea59f077d1db9d67b54ec7274063dfa6c8883c3861228c4f79947a064d4559a","target":"record","created_at":"2026-07-05T05:17:52Z","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":"4f7428535a63410e114aa47ec2168e78ee43313850d68ddaadd687f259a5f240","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-11-21T10:37:28Z","title_canon_sha256":"e4a0d2c27aa52ba815a116a03be1f2920d42bc6afc69006c003e35e61102b106"},"schema_version":"1.0","source":{"id":"2211.11335","kind":"arxiv","version":1}},"canonical_sha256":"c10b67501d13e7bfe100e95bf5fe6d016ca4f92a73754d2753815549c67c3795","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c10b67501d13e7bfe100e95bf5fe6d016ca4f92a73754d2753815549c67c3795","first_computed_at":"2026-07-05T05:17:52.579941Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:17:52.579941Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zZm90rXzqaprgFqc4OzVxjvxyKNz+jQl28zNaTRA21uLbZDf4Ifvy16vRFR4TqpG2lKd/C6bZvGv67hghhijBA==","signature_status":"signed_v1","signed_at":"2026-07-05T05:17:52.580331Z","signed_message":"canonical_sha256_bytes"},"source_id":"2211.11335","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:aea59f077d1db9d67b54ec7274063dfa6c8883c3861228c4f79947a064d4559a","sha256:78b70727815d468c38aa6de11644386df55743f884cdc8066b7a8a358fa26fc3"],"state_sha256":"3adf170382d32df59e66cf99100ee48d541d28f974c3a2ad5eb61923cddbb5c5"}