{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:JAZ73U6J7PAIBVTMGPK4OHQVVK","short_pith_number":"pith:JAZ73U6J","canonical_record":{"source":{"id":"2605.19340","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-19T04:22:17Z","cross_cats_sorted":[],"title_canon_sha256":"3ec280178575b242f9e9ca35d680282f4e0cbe3b978d5d768175812f0d642f9a","abstract_canon_sha256":"a22b649d21f81b0b4711cb2e00c8d3d68232c52d81ed257c7aee157a12495943"},"schema_version":"1.0"},"canonical_sha256":"4833fdd3c9fbc080d66c33d5c71e15aa8c5623c2159e763b7531f0fe4c83d9bc","source":{"kind":"arxiv","id":"2605.19340","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.19340","created_at":"2026-05-20T01:05:40Z"},{"alias_kind":"arxiv_version","alias_value":"2605.19340v1","created_at":"2026-05-20T01:05:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.19340","created_at":"2026-05-20T01:05:40Z"},{"alias_kind":"pith_short_12","alias_value":"JAZ73U6J7PAI","created_at":"2026-05-20T01:05:40Z"},{"alias_kind":"pith_short_16","alias_value":"JAZ73U6J7PAIBVTM","created_at":"2026-05-20T01:05:40Z"},{"alias_kind":"pith_short_8","alias_value":"JAZ73U6J","created_at":"2026-05-20T01:05:40Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:JAZ73U6J7PAIBVTMGPK4OHQVVK","target":"record","payload":{"canonical_record":{"source":{"id":"2605.19340","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-19T04:22:17Z","cross_cats_sorted":[],"title_canon_sha256":"3ec280178575b242f9e9ca35d680282f4e0cbe3b978d5d768175812f0d642f9a","abstract_canon_sha256":"a22b649d21f81b0b4711cb2e00c8d3d68232c52d81ed257c7aee157a12495943"},"schema_version":"1.0"},"canonical_sha256":"4833fdd3c9fbc080d66c33d5c71e15aa8c5623c2159e763b7531f0fe4c83d9bc","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-20T01:05:40.260250Z","signature_b64":"atGQ3uXVGSYJvAeSjwIhssSzHIKZ/nqJvPvaHHVoc1+rqlS7J0Y06QByEfuPNsmsVtkSdYdyAEYxH4XYf2MzCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4833fdd3c9fbc080d66c33d5c71e15aa8c5623c2159e763b7531f0fe4c83d9bc","last_reissued_at":"2026-05-20T01:05:40.259657Z","signature_status":"signed_v1","first_computed_at":"2026-05-20T01:05:40.259657Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2605.19340","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":"2026-05-20T01:05:40Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"w60J7zXg2D2SuYpvZt9D3WGfVKUSMkBqM/4vvcM3FfEsfAqXRTx+rGbBbuj/Y0LvHDY3BC9ExNkyYrXIb8bkCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-25T22:29:01.635669Z"},"content_sha256":"256e4fe8b353113d5dcc5eef97ab9ade41f6e2ff9d8c70178b2b271e83468b5e","schema_version":"1.0","event_id":"sha256:256e4fe8b353113d5dcc5eef97ab9ade41f6e2ff9d8c70178b2b271e83468b5e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:JAZ73U6J7PAIBVTMGPK4OHQVVK","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Selective, Regularized, and Calibrated: Harnessing Vision Foundation Models for Cross-Domain Few-Shot Semantic Segmentation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Junyuan Ma, Qi Fan, Wenbin Li, Xunzhi Xiang, Yang Gao","submitted_at":"2026-05-19T04:22:17Z","abstract_excerpt":"Vision foundation models (VFMs) have achieved strong performance across various vision tasks. However, it still remains challenging to apply VFMs for cross-domain few-shot segmentation (CD-FSS), which segments objects of novel classes under domain shifts using only a few labeled exemplars. The challenge is mainly driven by two factors: (1) limited labeled exemplars per novel class relative to the scale of VFM pre-training, making the model prone to overfitting during retraining, and (2) target-domain shifts underrepresented during pre-training, inducing cross-domain inconsistency and layer-wis"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.19340","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/2605.19340/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":"2026-05-20T01:05:40Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"BjYVTlsRQi8TwsQfS4ciaU85cgYkTuNrVKmXmUbnF4MB2qtyKfIJac1wk/5m1G/Wo5+fGzHq4PvfNa2xYg7vCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-25T22:29:01.636366Z"},"content_sha256":"d560809abba283ba7c61cf978d7b2223f0947476bf46d214f2caf533fb4c0fe8","schema_version":"1.0","event_id":"sha256:d560809abba283ba7c61cf978d7b2223f0947476bf46d214f2caf533fb4c0fe8"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/JAZ73U6J7PAIBVTMGPK4OHQVVK/bundle.json","state_url":"https://pith.science/pith/JAZ73U6J7PAIBVTMGPK4OHQVVK/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/JAZ73U6J7PAIBVTMGPK4OHQVVK/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":"2026-05-25T22:29:01Z","links":{"resolver":"https://pith.science/pith/JAZ73U6J7PAIBVTMGPK4OHQVVK","bundle":"https://pith.science/pith/JAZ73U6J7PAIBVTMGPK4OHQVVK/bundle.json","state":"https://pith.science/pith/JAZ73U6J7PAIBVTMGPK4OHQVVK/state.json","well_known_bundle":"https://pith.science/.well-known/pith/JAZ73U6J7PAIBVTMGPK4OHQVVK/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:JAZ73U6J7PAIBVTMGPK4OHQVVK","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":"a22b649d21f81b0b4711cb2e00c8d3d68232c52d81ed257c7aee157a12495943","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-19T04:22:17Z","title_canon_sha256":"3ec280178575b242f9e9ca35d680282f4e0cbe3b978d5d768175812f0d642f9a"},"schema_version":"1.0","source":{"id":"2605.19340","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.19340","created_at":"2026-05-20T01:05:40Z"},{"alias_kind":"arxiv_version","alias_value":"2605.19340v1","created_at":"2026-05-20T01:05:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.19340","created_at":"2026-05-20T01:05:40Z"},{"alias_kind":"pith_short_12","alias_value":"JAZ73U6J7PAI","created_at":"2026-05-20T01:05:40Z"},{"alias_kind":"pith_short_16","alias_value":"JAZ73U6J7PAIBVTM","created_at":"2026-05-20T01:05:40Z"},{"alias_kind":"pith_short_8","alias_value":"JAZ73U6J","created_at":"2026-05-20T01:05:40Z"}],"graph_snapshots":[{"event_id":"sha256:d560809abba283ba7c61cf978d7b2223f0947476bf46d214f2caf533fb4c0fe8","target":"graph","created_at":"2026-05-20T01:05:40Z","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/2605.19340/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Vision foundation models (VFMs) have achieved strong performance across various vision tasks. However, it still remains challenging to apply VFMs for cross-domain few-shot segmentation (CD-FSS), which segments objects of novel classes under domain shifts using only a few labeled exemplars. The challenge is mainly driven by two factors: (1) limited labeled exemplars per novel class relative to the scale of VFM pre-training, making the model prone to overfitting during retraining, and (2) target-domain shifts underrepresented during pre-training, inducing cross-domain inconsistency and layer-wis","authors_text":"Junyuan Ma, Qi Fan, Wenbin Li, Xunzhi Xiang, Yang Gao","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-19T04:22:17Z","title":"Selective, Regularized, and Calibrated: Harnessing Vision Foundation Models for Cross-Domain Few-Shot Semantic Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.19340","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":"sha256:256e4fe8b353113d5dcc5eef97ab9ade41f6e2ff9d8c70178b2b271e83468b5e","target":"record","created_at":"2026-05-20T01:05:40Z","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":"a22b649d21f81b0b4711cb2e00c8d3d68232c52d81ed257c7aee157a12495943","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-19T04:22:17Z","title_canon_sha256":"3ec280178575b242f9e9ca35d680282f4e0cbe3b978d5d768175812f0d642f9a"},"schema_version":"1.0","source":{"id":"2605.19340","kind":"arxiv","version":1}},"canonical_sha256":"4833fdd3c9fbc080d66c33d5c71e15aa8c5623c2159e763b7531f0fe4c83d9bc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4833fdd3c9fbc080d66c33d5c71e15aa8c5623c2159e763b7531f0fe4c83d9bc","first_computed_at":"2026-05-20T01:05:40.259657Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-20T01:05:40.259657Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"atGQ3uXVGSYJvAeSjwIhssSzHIKZ/nqJvPvaHHVoc1+rqlS7J0Y06QByEfuPNsmsVtkSdYdyAEYxH4XYf2MzCg==","signature_status":"signed_v1","signed_at":"2026-05-20T01:05:40.260250Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.19340","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:256e4fe8b353113d5dcc5eef97ab9ade41f6e2ff9d8c70178b2b271e83468b5e","sha256:d560809abba283ba7c61cf978d7b2223f0947476bf46d214f2caf533fb4c0fe8"],"state_sha256":"63cf1f7cacbd6084febe6c8d7349faec2afd82ea2684b4197a6cb720ffd9b87e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wQs8NuzUb5AWguudChnqchDYUlYYo7JHLSSA0S56BijeI7qU4ziT/djqi0Vt4qXwLMRw8vBK1fSuBrFf05epBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-25T22:29:01.639928Z","bundle_sha256":"c43af161b3132fe190ce9244bc3afcb9a2ae83e073c274b0db1a039f26553e8f"}}