{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:XGHX3KYK5Q3O2IWA62QLYN5GZZ","short_pith_number":"pith:XGHX3KYK","canonical_record":{"source":{"id":"2506.06823","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-07T14:56:32Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"dbc7ab093399fbaff3435ad2d92b42f9216868857196fdf5ea8e90eeba2a1cfc","abstract_canon_sha256":"fb99e2f99b4b4b1e98eb423eb99366bbbae18ca1aa7f5d614475c2038392eee4"},"schema_version":"1.0"},"canonical_sha256":"b98f7dab0aec36ed22c0f6a0bc37a6ce6d06f575934b221268f2a54d6ba445f1","source":{"kind":"arxiv","id":"2506.06823","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.06823","created_at":"2026-07-05T11:17:56Z"},{"alias_kind":"arxiv_version","alias_value":"2506.06823v1","created_at":"2026-07-05T11:17:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.06823","created_at":"2026-07-05T11:17:56Z"},{"alias_kind":"pith_short_12","alias_value":"XGHX3KYK5Q3O","created_at":"2026-07-05T11:17:56Z"},{"alias_kind":"pith_short_16","alias_value":"XGHX3KYK5Q3O2IWA","created_at":"2026-07-05T11:17:56Z"},{"alias_kind":"pith_short_8","alias_value":"XGHX3KYK","created_at":"2026-07-05T11:17:56Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:XGHX3KYK5Q3O2IWA62QLYN5GZZ","target":"record","payload":{"canonical_record":{"source":{"id":"2506.06823","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-07T14:56:32Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"dbc7ab093399fbaff3435ad2d92b42f9216868857196fdf5ea8e90eeba2a1cfc","abstract_canon_sha256":"fb99e2f99b4b4b1e98eb423eb99366bbbae18ca1aa7f5d614475c2038392eee4"},"schema_version":"1.0"},"canonical_sha256":"b98f7dab0aec36ed22c0f6a0bc37a6ce6d06f575934b221268f2a54d6ba445f1","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:17:56.315060Z","signature_b64":"uYQEDTbnzGxfWWsHGxjy6Z0xwDI4zY1OZXdeaeHPx+YfPhqAx0b8QEfjc/JaxeNWul6iBv/cJdFEnFhNWkGBCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b98f7dab0aec36ed22c0f6a0bc37a6ce6d06f575934b221268f2a54d6ba445f1","last_reissued_at":"2026-07-05T11:17:56.314196Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:17:56.314196Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.06823","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":"2026-07-05T11:17:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"A48LHVRT/z9Vikh+LW7B86IepWASWlbTwr9hoZ9JU3WNXMGZIugV97Ximfn40jXXsXZB3ooPpimzY4RHLsK5DA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T00:01:29.750781Z"},"content_sha256":"e4ab653a295b86e2d6a2f63ea6deda6e402ba1bb4e3cb62cb38d82e3efb8af18","schema_version":"1.0","event_id":"sha256:e4ab653a295b86e2d6a2f63ea6deda6e402ba1bb4e3cb62cb38d82e3efb8af18"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:XGHX3KYK5Q3O2IWA62QLYN5GZZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Exploring Visual Prompting: Robustness Inheritance and Beyond","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CV","authors_text":"Bowen Wang, Keke Tang, Liangzhi Li, Qi Li, Zhouqiang Jiang","submitted_at":"2025-06-07T14:56:32Z","abstract_excerpt":"Visual Prompting (VP), an efficient method for transfer learning, has shown its potential in vision tasks. However, previous works focus exclusively on VP from standard source models, it is still unknown how it performs under the scenario of a robust source model: Can the robustness of the source model be successfully inherited? Does VP also encounter the same trade-off between robustness and generalization ability as the source model during this process? If such a trade-off exists, is there a strategy specifically tailored to VP to mitigate this limitation? In this paper, we thoroughly explor"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.06823","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/2506.06823/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":"2026-07-05T11:17:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mAgB73KX8A0ZGDcZwCfeMNaemiSnD0ivftO1bwHj5LnSVeYMdRyHyuWOpk+lzqE+eQ1dhS7eHIeiKwmk80d/Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T00:01:29.751311Z"},"content_sha256":"97deec8ee3ef43fdc110fd496cea090b908dc558e1bc2904d1a14067f5f64b41","schema_version":"1.0","event_id":"sha256:97deec8ee3ef43fdc110fd496cea090b908dc558e1bc2904d1a14067f5f64b41"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/XGHX3KYK5Q3O2IWA62QLYN5GZZ/bundle.json","state_url":"https://pith.science/pith/XGHX3KYK5Q3O2IWA62QLYN5GZZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/XGHX3KYK5Q3O2IWA62QLYN5GZZ/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":"2026-08-08T00:01:29Z","links":{"resolver":"https://pith.science/pith/XGHX3KYK5Q3O2IWA62QLYN5GZZ","bundle":"https://pith.science/pith/XGHX3KYK5Q3O2IWA62QLYN5GZZ/bundle.json","state":"https://pith.science/pith/XGHX3KYK5Q3O2IWA62QLYN5GZZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/XGHX3KYK5Q3O2IWA62QLYN5GZZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:XGHX3KYK5Q3O2IWA62QLYN5GZZ","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":"fb99e2f99b4b4b1e98eb423eb99366bbbae18ca1aa7f5d614475c2038392eee4","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-07T14:56:32Z","title_canon_sha256":"dbc7ab093399fbaff3435ad2d92b42f9216868857196fdf5ea8e90eeba2a1cfc"},"schema_version":"1.0","source":{"id":"2506.06823","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.06823","created_at":"2026-07-05T11:17:56Z"},{"alias_kind":"arxiv_version","alias_value":"2506.06823v1","created_at":"2026-07-05T11:17:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.06823","created_at":"2026-07-05T11:17:56Z"},{"alias_kind":"pith_short_12","alias_value":"XGHX3KYK5Q3O","created_at":"2026-07-05T11:17:56Z"},{"alias_kind":"pith_short_16","alias_value":"XGHX3KYK5Q3O2IWA","created_at":"2026-07-05T11:17:56Z"},{"alias_kind":"pith_short_8","alias_value":"XGHX3KYK","created_at":"2026-07-05T11:17:56Z"}],"graph_snapshots":[{"event_id":"sha256:97deec8ee3ef43fdc110fd496cea090b908dc558e1bc2904d1a14067f5f64b41","target":"graph","created_at":"2026-07-05T11:17:56Z","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/2506.06823/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Visual Prompting (VP), an efficient method for transfer learning, has shown its potential in vision tasks. However, previous works focus exclusively on VP from standard source models, it is still unknown how it performs under the scenario of a robust source model: Can the robustness of the source model be successfully inherited? Does VP also encounter the same trade-off between robustness and generalization ability as the source model during this process? If such a trade-off exists, is there a strategy specifically tailored to VP to mitigate this limitation? In this paper, we thoroughly explor","authors_text":"Bowen Wang, Keke Tang, Liangzhi Li, Qi Li, Zhouqiang Jiang","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-07T14:56:32Z","title":"Exploring Visual Prompting: Robustness Inheritance and Beyond"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.06823","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:e4ab653a295b86e2d6a2f63ea6deda6e402ba1bb4e3cb62cb38d82e3efb8af18","target":"record","created_at":"2026-07-05T11:17:56Z","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":"fb99e2f99b4b4b1e98eb423eb99366bbbae18ca1aa7f5d614475c2038392eee4","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-07T14:56:32Z","title_canon_sha256":"dbc7ab093399fbaff3435ad2d92b42f9216868857196fdf5ea8e90eeba2a1cfc"},"schema_version":"1.0","source":{"id":"2506.06823","kind":"arxiv","version":1}},"canonical_sha256":"b98f7dab0aec36ed22c0f6a0bc37a6ce6d06f575934b221268f2a54d6ba445f1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b98f7dab0aec36ed22c0f6a0bc37a6ce6d06f575934b221268f2a54d6ba445f1","first_computed_at":"2026-07-05T11:17:56.314196Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:17:56.314196Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"uYQEDTbnzGxfWWsHGxjy6Z0xwDI4zY1OZXdeaeHPx+YfPhqAx0b8QEfjc/JaxeNWul6iBv/cJdFEnFhNWkGBCA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:17:56.315060Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.06823","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e4ab653a295b86e2d6a2f63ea6deda6e402ba1bb4e3cb62cb38d82e3efb8af18","sha256:97deec8ee3ef43fdc110fd496cea090b908dc558e1bc2904d1a14067f5f64b41"],"state_sha256":"b3921d8b49e095109d8c1bee9018c3bf925cde213e3e75d3f96e6715bc4c983c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2Cfk8dahQ1pyVomUy6KhpY4X8NcCs62IBVq6c1eTEyuLpM/tOVI8Y6V5JbNfdZE0s7M6oij9Wy7S89Ki21UQDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T00:01:29.757103Z","bundle_sha256":"c8a860198bf1e39485f5dca0f59325977ee601deee0adab6aefe1336dd363659"}}