{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:2VLL7DIJ556LGGFVLLIMDZZFN2","short_pith_number":"pith:2VLL7DIJ","canonical_record":{"source":{"id":"2606.02603","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-23T10:59:34Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"99201fdfddfbe326283438568cbf6fccd1d5348fafc9d16247b1ef829acee5c7","abstract_canon_sha256":"fdb470e46892548d69ebe5f2ca6c6f0117de59ba107f61673150896088da20b9"},"schema_version":"1.0"},"canonical_sha256":"d556bf8d09ef7cb318b55ad0c1e7256e8a0548028678838ac77d0b52609f60e7","source":{"kind":"arxiv","id":"2606.02603","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.02603","created_at":"2026-06-03T00:05:04Z"},{"alias_kind":"arxiv_version","alias_value":"2606.02603v1","created_at":"2026-06-03T00:05:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.02603","created_at":"2026-06-03T00:05:04Z"},{"alias_kind":"pith_short_12","alias_value":"2VLL7DIJ556L","created_at":"2026-06-03T00:05:04Z"},{"alias_kind":"pith_short_16","alias_value":"2VLL7DIJ556LGGFV","created_at":"2026-06-03T00:05:04Z"},{"alias_kind":"pith_short_8","alias_value":"2VLL7DIJ","created_at":"2026-06-03T00:05:04Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:2VLL7DIJ556LGGFVLLIMDZZFN2","target":"record","payload":{"canonical_record":{"source":{"id":"2606.02603","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-23T10:59:34Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"99201fdfddfbe326283438568cbf6fccd1d5348fafc9d16247b1ef829acee5c7","abstract_canon_sha256":"fdb470e46892548d69ebe5f2ca6c6f0117de59ba107f61673150896088da20b9"},"schema_version":"1.0"},"canonical_sha256":"d556bf8d09ef7cb318b55ad0c1e7256e8a0548028678838ac77d0b52609f60e7","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-03T00:05:04.322462Z","signature_b64":"E5M/EwQPpq2gbPWU3H2ztkGPWRK3ZrMKGR4IPH3hsPrAC+xX5djIu8UZ0RJDN0l90fj1LWXOm04kFH7GbErSCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d556bf8d09ef7cb318b55ad0c1e7256e8a0548028678838ac77d0b52609f60e7","last_reissued_at":"2026-06-03T00:05:04.322060Z","signature_status":"signed_v1","first_computed_at":"2026-06-03T00:05:04.322060Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.02603","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-03T00:05:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2aF4SBpNF5QLhVCGPIDC6dGKPc9hgzc8ERCgKzuzVy2DqhLUpRWGGb6e2j57dGWEMtjPDcXB9Jpd3W1RSVytCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-04T04:01:37.131784Z"},"content_sha256":"ceda3391f1b0d3660766744ebc98fa484d843458960c6ad83646281ce2fe0852","schema_version":"1.0","event_id":"sha256:ceda3391f1b0d3660766744ebc98fa484d843458960c6ad83646281ce2fe0852"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:2VLL7DIJ556LGGFVLLIMDZZFN2","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"COD10K-C: Benchmarking Robustness of Camouflaged Object Detection Under Natural Image Corruptions","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CV","authors_text":"Arafat Hossain Sayem","submitted_at":"2026-05-23T10:59:34Z","abstract_excerpt":"Camouflaged object detection has improved substantially, but most standard benchmarks evaluate models only on clean images. This is not realistic because real cameras often capture blur, sensor noise, weather effects, and compression artifacts. We present COD10K-C, a corruption robustness benchmark based on COD10K. It includes 8 corruption types and 5 severity levels, giving 40 conditions and 81,040 evaluation pairs in total. We evaluate three popular camouflaged object detection models, SINet-v2, PFNet, and ZoomNet, as well as a lightweight model called RobustCODLite. All models show clear pe"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.02603","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2606.02603/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-03T00:05:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"I5OvMRWpwJYieYJsz3R687QnesK/cWFlrGdn/Mc8n/kSCBa4EzY4vnQFoXdDJq+dGdBNtmIEB+G4mtr2PmOvCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-04T04:01:37.132429Z"},"content_sha256":"e229703e3d8c5cd61767c17c352933e5fa53d2cf90d18febb295f0c45192f444","schema_version":"1.0","event_id":"sha256:e229703e3d8c5cd61767c17c352933e5fa53d2cf90d18febb295f0c45192f444"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/2VLL7DIJ556LGGFVLLIMDZZFN2/bundle.json","state_url":"https://pith.science/pith/2VLL7DIJ556LGGFVLLIMDZZFN2/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/2VLL7DIJ556LGGFVLLIMDZZFN2/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-04T04:01:37Z","links":{"resolver":"https://pith.science/pith/2VLL7DIJ556LGGFVLLIMDZZFN2","bundle":"https://pith.science/pith/2VLL7DIJ556LGGFVLLIMDZZFN2/bundle.json","state":"https://pith.science/pith/2VLL7DIJ556LGGFVLLIMDZZFN2/state.json","well_known_bundle":"https://pith.science/.well-known/pith/2VLL7DIJ556LGGFVLLIMDZZFN2/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:2VLL7DIJ556LGGFVLLIMDZZFN2","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":"fdb470e46892548d69ebe5f2ca6c6f0117de59ba107f61673150896088da20b9","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-23T10:59:34Z","title_canon_sha256":"99201fdfddfbe326283438568cbf6fccd1d5348fafc9d16247b1ef829acee5c7"},"schema_version":"1.0","source":{"id":"2606.02603","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.02603","created_at":"2026-06-03T00:05:04Z"},{"alias_kind":"arxiv_version","alias_value":"2606.02603v1","created_at":"2026-06-03T00:05:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.02603","created_at":"2026-06-03T00:05:04Z"},{"alias_kind":"pith_short_12","alias_value":"2VLL7DIJ556L","created_at":"2026-06-03T00:05:04Z"},{"alias_kind":"pith_short_16","alias_value":"2VLL7DIJ556LGGFV","created_at":"2026-06-03T00:05:04Z"},{"alias_kind":"pith_short_8","alias_value":"2VLL7DIJ","created_at":"2026-06-03T00:05:04Z"}],"graph_snapshots":[{"event_id":"sha256:e229703e3d8c5cd61767c17c352933e5fa53d2cf90d18febb295f0c45192f444","target":"graph","created_at":"2026-06-03T00:05:04Z","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/2606.02603/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Camouflaged object detection has improved substantially, but most standard benchmarks evaluate models only on clean images. This is not realistic because real cameras often capture blur, sensor noise, weather effects, and compression artifacts. We present COD10K-C, a corruption robustness benchmark based on COD10K. It includes 8 corruption types and 5 severity levels, giving 40 conditions and 81,040 evaluation pairs in total. We evaluate three popular camouflaged object detection models, SINet-v2, PFNet, and ZoomNet, as well as a lightweight model called RobustCODLite. All models show clear pe","authors_text":"Arafat Hossain Sayem","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-23T10:59:34Z","title":"COD10K-C: Benchmarking Robustness of Camouflaged Object Detection Under Natural Image Corruptions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.02603","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:ceda3391f1b0d3660766744ebc98fa484d843458960c6ad83646281ce2fe0852","target":"record","created_at":"2026-06-03T00:05:04Z","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":"fdb470e46892548d69ebe5f2ca6c6f0117de59ba107f61673150896088da20b9","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-23T10:59:34Z","title_canon_sha256":"99201fdfddfbe326283438568cbf6fccd1d5348fafc9d16247b1ef829acee5c7"},"schema_version":"1.0","source":{"id":"2606.02603","kind":"arxiv","version":1}},"canonical_sha256":"d556bf8d09ef7cb318b55ad0c1e7256e8a0548028678838ac77d0b52609f60e7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d556bf8d09ef7cb318b55ad0c1e7256e8a0548028678838ac77d0b52609f60e7","first_computed_at":"2026-06-03T00:05:04.322060Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-03T00:05:04.322060Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"E5M/EwQPpq2gbPWU3H2ztkGPWRK3ZrMKGR4IPH3hsPrAC+xX5djIu8UZ0RJDN0l90fj1LWXOm04kFH7GbErSCQ==","signature_status":"signed_v1","signed_at":"2026-06-03T00:05:04.322462Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.02603","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ceda3391f1b0d3660766744ebc98fa484d843458960c6ad83646281ce2fe0852","sha256:e229703e3d8c5cd61767c17c352933e5fa53d2cf90d18febb295f0c45192f444"],"state_sha256":"bb79f94ab9b2275725d9cec63e9904cef15990ce3961c35aa66e3bb1d2e970ef"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QT4fG6lJZdhTHJV9crP5fvQqURHJtNIUXBkeCw6EE5xkwoWb5m5FQ79E68Rx7QClPcuvJ8s0z/OB4AwdBBWhBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-04T04:01:37.136468Z","bundle_sha256":"a85c7b961d91d6166893f50c04228f305da3ac8db425b17d99072bbdafcbccf6"}}