{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ZP3Z5PAZL7EXBA3FYSFS3FT4CZ","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":"0b71ac06866aaccee0859fb93553b8288864ff48139bb6e328bb2225bc3a9864","cross_cats_sorted":["cs.CV","cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"eess.IV","submitted_at":"2024-09-27T07:44:07Z","title_canon_sha256":"d48153bf9e58d2f8f417ffe38844e96479bbac017ec5574c51798b56cc781e5c"},"schema_version":"1.0","source":{"id":"2409.18506","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.18506","created_at":"2026-07-05T09:12:36Z"},{"alias_kind":"arxiv_version","alias_value":"2409.18506v1","created_at":"2026-07-05T09:12:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.18506","created_at":"2026-07-05T09:12:36Z"},{"alias_kind":"pith_short_12","alias_value":"ZP3Z5PAZL7EX","created_at":"2026-07-05T09:12:36Z"},{"alias_kind":"pith_short_16","alias_value":"ZP3Z5PAZL7EXBA3F","created_at":"2026-07-05T09:12:36Z"},{"alias_kind":"pith_short_8","alias_value":"ZP3Z5PAZ","created_at":"2026-07-05T09:12:36Z"}],"graph_snapshots":[{"event_id":"sha256:7709daaec9b9737e1381ddf927b33d136f87ae33ef22dfe21ef65eb9c33de5dd","target":"graph","created_at":"2026-07-05T09:12:36Z","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/2409.18506/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The majority of medical images, especially those that resemble cells, have similar characteristics. These images, which occur in a variety of shapes, often show abnormalities in the organ or cell region. The convolution operation possesses a restricted capability to extract visual patterns across several spatial regions of an image. The involution process, which is the inverse operation of convolution, complements this inherent lack of spatial information extraction present in convolutions. In this study, we investigate how applying a single layer of involution prior to a convolutional neural ","authors_text":"Farig Sadeque, Jannatun Noor, Joyanta Jyoti Mondal, Md. Farhadul Islam, Md. Tanzim Reza, Md Zahidul Hasan, Meem Arafat Manab, Mohammad Rakibul Hasan Mahin, Munima Haque, Sarah Zabeen","cross_cats":["cs.CV","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"eess.IV","submitted_at":"2024-09-27T07:44:07Z","title":"Med-IC: Fusing a Single Layer Involution with Convolutions for Enhanced Medical Image Classification and Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.18506","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:ddc5f274196e87c5135c166daad27f08c4f4bf4c4f9272397b90a9c296240c79","target":"record","created_at":"2026-07-05T09:12:36Z","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":"0b71ac06866aaccee0859fb93553b8288864ff48139bb6e328bb2225bc3a9864","cross_cats_sorted":["cs.CV","cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"eess.IV","submitted_at":"2024-09-27T07:44:07Z","title_canon_sha256":"d48153bf9e58d2f8f417ffe38844e96479bbac017ec5574c51798b56cc781e5c"},"schema_version":"1.0","source":{"id":"2409.18506","kind":"arxiv","version":1}},"canonical_sha256":"cbf79ebc195fc9708365c48b2d967c16720739d5020b5949d9722a4884e31122","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cbf79ebc195fc9708365c48b2d967c16720739d5020b5949d9722a4884e31122","first_computed_at":"2026-07-05T09:12:36.753982Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:12:36.753982Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"iBW3M8PAkZHToZtGsHOrr+CsIMEoxr6D2xdAqp9DcjPodoSoj4WqMKgCp/jC8g3qR7AxpOy9j33N2ddfB/QOAw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:12:36.754481Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.18506","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ddc5f274196e87c5135c166daad27f08c4f4bf4c4f9272397b90a9c296240c79","sha256:7709daaec9b9737e1381ddf927b33d136f87ae33ef22dfe21ef65eb9c33de5dd"],"state_sha256":"f35aedbb777dcd59cb99de3aca67208185063c892d74ffb91dcd9e2316acc8eb"}