{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:2UQQVGK63I564AF7YVXE3N5FOE","short_pith_number":"pith:2UQQVGK6","schema_version":"1.0","canonical_sha256":"d5210a995eda3bee00bfc56e4db7a5711576975c2328ae2bc9c48bbc4c7b8916","source":{"kind":"arxiv","id":"2607.08794","version":1},"attestation_state":"computed","paper":{"title":"Multi-Conditioned Diffusion Synthesis of Sand Boils for Low-Resource Earthen-Levee Inspection","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.GR","authors_text":"Abdullah Bin Naeem, Anav Katwal, Ayon Dey, Md Tamjidul Hoque, Padam Jung Thapa","submitted_at":"2026-07-08T01:07:23Z","abstract_excerpt":"Sand boils on earthen levees are safety-critical defects, but pixel-level detection is limited by scarce annotations. We present a diffusion-based synthesis pipeline for low-resource sand-boil imagery. Using Stable Diffusion XL fine-tuned with DreamBooth and conditioned by a multi-branch ControlNet stack, the pipeline generates synthetic inspection images from a small curated reference set. A soft-mask inpainting protocol preserves the real defect pixels while re-rendering the surrounding scene, avoiding seams and color shifts from prior seamless-cloning compositing. A mask-conditioned Control"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2607.08794","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.GR","submitted_at":"2026-07-08T01:07:23Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"4e30f96fd87f86a811aa15b1787c87d8c376ca203fbafd415fdaa47e87fadf08","abstract_canon_sha256":"c235f12aad2390eb1506078eb53c4fd54510f412f568e70d5e737c45c059fa3d"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-13T00:17:17.354465Z","signature_b64":"jArUxVUlNwR5ii7pSE3BOojPtIGvK1aPy+tDjV5GAkV4G6jLSYJsvREHyiHEgqTSPwgLsMFDousSATuF9eWqBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d5210a995eda3bee00bfc56e4db7a5711576975c2328ae2bc9c48bbc4c7b8916","last_reissued_at":"2026-07-13T00:17:17.353295Z","signature_status":"signed_v1","first_computed_at":"2026-07-13T00:17:17.353295Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Multi-Conditioned Diffusion Synthesis of Sand Boils for Low-Resource Earthen-Levee Inspection","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.GR","authors_text":"Abdullah Bin Naeem, Anav Katwal, Ayon Dey, Md Tamjidul Hoque, Padam Jung Thapa","submitted_at":"2026-07-08T01:07:23Z","abstract_excerpt":"Sand boils on earthen levees are safety-critical defects, but pixel-level detection is limited by scarce annotations. We present a diffusion-based synthesis pipeline for low-resource sand-boil imagery. Using Stable Diffusion XL fine-tuned with DreamBooth and conditioned by a multi-branch ControlNet stack, the pipeline generates synthetic inspection images from a small curated reference set. A soft-mask inpainting protocol preserves the real defect pixels while re-rendering the surrounding scene, avoiding seams and color shifts from prior seamless-cloning compositing. A mask-conditioned Control"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.08794","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/2607.08794/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2607.08794","created_at":"2026-07-13T00:17:17.353885+00:00"},{"alias_kind":"arxiv_version","alias_value":"2607.08794v1","created_at":"2026-07-13T00:17:17.353885+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.08794","created_at":"2026-07-13T00:17:17.353885+00:00"},{"alias_kind":"pith_short_12","alias_value":"2UQQVGK63I56","created_at":"2026-07-13T00:17:17.353885+00:00"},{"alias_kind":"pith_short_16","alias_value":"2UQQVGK63I564AF7","created_at":"2026-07-13T00:17:17.353885+00:00"},{"alias_kind":"pith_short_8","alias_value":"2UQQVGK6","created_at":"2026-07-13T00:17:17.353885+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/2UQQVGK63I564AF7YVXE3N5FOE","json":"https://pith.science/pith/2UQQVGK63I564AF7YVXE3N5FOE.json","graph_json":"https://pith.science/api/pith-number/2UQQVGK63I564AF7YVXE3N5FOE/graph.json","events_json":"https://pith.science/api/pith-number/2UQQVGK63I564AF7YVXE3N5FOE/events.json","paper":"https://pith.science/paper/2UQQVGK6"},"agent_actions":{"view_html":"https://pith.science/pith/2UQQVGK63I564AF7YVXE3N5FOE","download_json":"https://pith.science/pith/2UQQVGK63I564AF7YVXE3N5FOE.json","view_paper":"https://pith.science/paper/2UQQVGK6","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2607.08794&json=true","fetch_graph":"https://pith.science/api/pith-number/2UQQVGK63I564AF7YVXE3N5FOE/graph.json","fetch_events":"https://pith.science/api/pith-number/2UQQVGK63I564AF7YVXE3N5FOE/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/2UQQVGK63I564AF7YVXE3N5FOE/action/timestamp_anchor","attest_storage":"https://pith.science/pith/2UQQVGK63I564AF7YVXE3N5FOE/action/storage_attestation","attest_author":"https://pith.science/pith/2UQQVGK63I564AF7YVXE3N5FOE/action/author_attestation","sign_citation":"https://pith.science/pith/2UQQVGK63I564AF7YVXE3N5FOE/action/citation_signature","submit_replication":"https://pith.science/pith/2UQQVGK63I564AF7YVXE3N5FOE/action/replication_record"}},"created_at":"2026-07-13T00:17:17.353885+00:00","updated_at":"2026-07-13T00:17:17.353885+00:00"}