{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:XUHW2XMJH5H3HFVNVWLQQJ2CCP","short_pith_number":"pith:XUHW2XMJ","canonical_record":{"source":{"id":"2504.04517","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-06T15:30:35Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"11536b623bdf7ac49b818394585d069f58d5d36450644c4cd148c531cae3c6af","abstract_canon_sha256":"03e15233b25421de06a39cbf72618358df2fda652b590b250dfc96d5419cba46"},"schema_version":"1.0"},"canonical_sha256":"bd0f6d5d893f4fb396adad9708274213fad76bca5803fb5b5d999d0c207841b1","source":{"kind":"arxiv","id":"2504.04517","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.04517","created_at":"2026-07-05T10:45:25Z"},{"alias_kind":"arxiv_version","alias_value":"2504.04517v1","created_at":"2026-07-05T10:45:25Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.04517","created_at":"2026-07-05T10:45:25Z"},{"alias_kind":"pith_short_12","alias_value":"XUHW2XMJH5H3","created_at":"2026-07-05T10:45:25Z"},{"alias_kind":"pith_short_16","alias_value":"XUHW2XMJH5H3HFVN","created_at":"2026-07-05T10:45:25Z"},{"alias_kind":"pith_short_8","alias_value":"XUHW2XMJ","created_at":"2026-07-05T10:45:25Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:XUHW2XMJH5H3HFVNVWLQQJ2CCP","target":"record","payload":{"canonical_record":{"source":{"id":"2504.04517","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-06T15:30:35Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"11536b623bdf7ac49b818394585d069f58d5d36450644c4cd148c531cae3c6af","abstract_canon_sha256":"03e15233b25421de06a39cbf72618358df2fda652b590b250dfc96d5419cba46"},"schema_version":"1.0"},"canonical_sha256":"bd0f6d5d893f4fb396adad9708274213fad76bca5803fb5b5d999d0c207841b1","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:45:25.374437Z","signature_b64":"7Ds1BzymTv+T2KXBG85sz+Ca2E3tLGm1Phwh3jo77LreQrQjZFa39EA7zXii7WE/vheH9JINDqyN5JdbNt0vAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"bd0f6d5d893f4fb396adad9708274213fad76bca5803fb5b5d999d0c207841b1","last_reissued_at":"2026-07-05T10:45:25.373941Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:45:25.373941Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2504.04517","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":"2026-07-05T10:45:25Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"83hRIiVyp6A6tZxLnLkCNOHNxgoJU4V9ZTlRk8ORg465ArwG2tmKFf3R97DHAFB91ewxP11hTsumegDC+LnjCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T17:34:19.710433Z"},"content_sha256":"75f65f2f180dbc1ad64e5316dfdd77376ddab016662e09ca7febb08002a9b4e1","schema_version":"1.0","event_id":"sha256:75f65f2f180dbc1ad64e5316dfdd77376ddab016662e09ca7febb08002a9b4e1"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:XUHW2XMJH5H3HFVNVWLQQJ2CCP","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CV","authors_text":"Jiahao Li, Jiancheng Pan, Long Peng, Xiao He, Xiaomeng Huang, Yanxing Liu, Yuze Sun","submitted_at":"2025-04-06T15:30:35Z","abstract_excerpt":"Foundation models pretrained on extensive datasets, such as GroundingDINO and LAE-DINO, have performed remarkably in the cross-domain few-shot object detection (CD-FSOD) task. Through rigorous few-shot training, we found that the integration of image-based data augmentation techniques and grid-based sub-domain search strategy significantly enhances the performance of these foundation models. Building upon GroundingDINO, we employed several widely used image augmentation methods and established optimization objectives to effectively navigate the expansive domain space in search of optimal sub-d"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.04517","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/2504.04517/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":"2026-07-05T10:45:25Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"PxzAClPI4Dn6PUWSRzR9kHhg9modu5yrU9ffUc4NMybvRfliw375EPc3bzaQjaKghLgTd2ohE/gmMDdNnw1NCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T17:34:19.710998Z"},"content_sha256":"7ff75cbb0149fa1674591ef82a09551f44ad04e80e4ef8ccb186ff6b5f3a3f36","schema_version":"1.0","event_id":"sha256:7ff75cbb0149fa1674591ef82a09551f44ad04e80e4ef8ccb186ff6b5f3a3f36"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/XUHW2XMJH5H3HFVNVWLQQJ2CCP/bundle.json","state_url":"https://pith.science/pith/XUHW2XMJH5H3HFVNVWLQQJ2CCP/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/XUHW2XMJH5H3HFVNVWLQQJ2CCP/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":"2026-08-08T17:34:19Z","links":{"resolver":"https://pith.science/pith/XUHW2XMJH5H3HFVNVWLQQJ2CCP","bundle":"https://pith.science/pith/XUHW2XMJH5H3HFVNVWLQQJ2CCP/bundle.json","state":"https://pith.science/pith/XUHW2XMJH5H3HFVNVWLQQJ2CCP/state.json","well_known_bundle":"https://pith.science/.well-known/pith/XUHW2XMJH5H3HFVNVWLQQJ2CCP/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:XUHW2XMJH5H3HFVNVWLQQJ2CCP","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":"03e15233b25421de06a39cbf72618358df2fda652b590b250dfc96d5419cba46","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-06T15:30:35Z","title_canon_sha256":"11536b623bdf7ac49b818394585d069f58d5d36450644c4cd148c531cae3c6af"},"schema_version":"1.0","source":{"id":"2504.04517","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.04517","created_at":"2026-07-05T10:45:25Z"},{"alias_kind":"arxiv_version","alias_value":"2504.04517v1","created_at":"2026-07-05T10:45:25Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.04517","created_at":"2026-07-05T10:45:25Z"},{"alias_kind":"pith_short_12","alias_value":"XUHW2XMJH5H3","created_at":"2026-07-05T10:45:25Z"},{"alias_kind":"pith_short_16","alias_value":"XUHW2XMJH5H3HFVN","created_at":"2026-07-05T10:45:25Z"},{"alias_kind":"pith_short_8","alias_value":"XUHW2XMJ","created_at":"2026-07-05T10:45:25Z"}],"graph_snapshots":[{"event_id":"sha256:7ff75cbb0149fa1674591ef82a09551f44ad04e80e4ef8ccb186ff6b5f3a3f36","target":"graph","created_at":"2026-07-05T10:45:25Z","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/2504.04517/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Foundation models pretrained on extensive datasets, such as GroundingDINO and LAE-DINO, have performed remarkably in the cross-domain few-shot object detection (CD-FSOD) task. Through rigorous few-shot training, we found that the integration of image-based data augmentation techniques and grid-based sub-domain search strategy significantly enhances the performance of these foundation models. Building upon GroundingDINO, we employed several widely used image augmentation methods and established optimization objectives to effectively navigate the expansive domain space in search of optimal sub-d","authors_text":"Jiahao Li, Jiancheng Pan, Long Peng, Xiao He, Xiaomeng Huang, Yanxing Liu, Yuze Sun","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-06T15:30:35Z","title":"Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.04517","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":"sha256:75f65f2f180dbc1ad64e5316dfdd77376ddab016662e09ca7febb08002a9b4e1","target":"record","created_at":"2026-07-05T10:45:25Z","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":"03e15233b25421de06a39cbf72618358df2fda652b590b250dfc96d5419cba46","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-06T15:30:35Z","title_canon_sha256":"11536b623bdf7ac49b818394585d069f58d5d36450644c4cd148c531cae3c6af"},"schema_version":"1.0","source":{"id":"2504.04517","kind":"arxiv","version":1}},"canonical_sha256":"bd0f6d5d893f4fb396adad9708274213fad76bca5803fb5b5d999d0c207841b1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"bd0f6d5d893f4fb396adad9708274213fad76bca5803fb5b5d999d0c207841b1","first_computed_at":"2026-07-05T10:45:25.373941Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:45:25.373941Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"7Ds1BzymTv+T2KXBG85sz+Ca2E3tLGm1Phwh3jo77LreQrQjZFa39EA7zXii7WE/vheH9JINDqyN5JdbNt0vAw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:45:25.374437Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.04517","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:75f65f2f180dbc1ad64e5316dfdd77376ddab016662e09ca7febb08002a9b4e1","sha256:7ff75cbb0149fa1674591ef82a09551f44ad04e80e4ef8ccb186ff6b5f3a3f36"],"state_sha256":"508031a7d2232f38a47432a515d2ac9be62764feb9c936372f5bfa744c3865a0"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7o+rtqDc7bpmsyD+QDOyi45XpP6uoFDdAIxmWHqebn+B6yGjZsUectWb1+WAgUQ5XpVWCC3mYAAw4wW80fQqDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T17:34:19.716369Z","bundle_sha256":"c8f21fb764b102e81c36646252de96e1368caaa54ace046def25a89d4de2dbfb"}}