{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:NE5SSDY64FMTCTYSGK3MWCTCYC","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":"385055303f1a82089f5403b25e59c50b0e493f62961238d9adaf863760ed84d9","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-04-05T15:41:12Z","title_canon_sha256":"b14ac2829c8af558967f3da6a570ca6875595f1314f05cdb0269359c573908e8"},"schema_version":"1.0","source":{"id":"1904.03127","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1904.03127","created_at":"2026-05-17T23:48:29Z"},{"alias_kind":"arxiv_version","alias_value":"1904.03127v2","created_at":"2026-05-17T23:48:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1904.03127","created_at":"2026-05-17T23:48:29Z"},{"alias_kind":"pith_short_12","alias_value":"NE5SSDY64FMT","created_at":"2026-05-18T12:33:24Z"},{"alias_kind":"pith_short_16","alias_value":"NE5SSDY64FMTCTYS","created_at":"2026-05-18T12:33:24Z"},{"alias_kind":"pith_short_8","alias_value":"NE5SSDY6","created_at":"2026-05-18T12:33:24Z"}],"graph_snapshots":[{"event_id":"sha256:851ee236418976f4ae947e648d8e9f8f7ead4019c32b6d0b59a487aed866a3f4","target":"graph","created_at":"2026-05-17T23:48:29Z","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"},"paper":{"abstract_excerpt":"In this paper, we propose a novel interpretation method tailored to histological Whole Slide Image (WSI) processing. A Deep Neural Network (DNN), inspired by Bag-of-Features models is equipped with a Multiple Instance Learning (MIL) branch and trained with weak supervision for WSI classification. MIL avoids label ambiguity and enhances our model's expressive power without guiding its attention. We utilize a fine-grained logit heatmap of the models activations to interpret its decision-making process. The proposed method is quantitatively and qualitatively evaluated on two challenging histology","authors_text":"Katja Steiger, Magdalini Paschali, Martin Mollenhauer, Muhammad Ferjad Naeem, Nassir Navab, Walter Simson","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-04-05T15:41:12Z","title":"Deep Learning Under the Microscope: Improving the Interpretability of Medical Imaging Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1904.03127","kind":"arxiv","version":2},"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:c80257b75c47262d32e9ac16cedced0a761f87c78af1613851b42e340296c5df","target":"record","created_at":"2026-05-17T23:48:29Z","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":"385055303f1a82089f5403b25e59c50b0e493f62961238d9adaf863760ed84d9","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-04-05T15:41:12Z","title_canon_sha256":"b14ac2829c8af558967f3da6a570ca6875595f1314f05cdb0269359c573908e8"},"schema_version":"1.0","source":{"id":"1904.03127","kind":"arxiv","version":2}},"canonical_sha256":"693b290f1ee159314f1232b6cb0a62c092506b562fcd790e452e8ff89d074697","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"693b290f1ee159314f1232b6cb0a62c092506b562fcd790e452e8ff89d074697","first_computed_at":"2026-05-17T23:48:29.516015Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:48:29.516015Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QVfY8t2qvuc+7XUNkEeHpMmQV01zrzuqfkTMmqdx3fap5RCgGxGO9cnZcopfcpZ5mLbLvTZ/4ZTzYTZIMQiLDw==","signature_status":"signed_v1","signed_at":"2026-05-17T23:48:29.516718Z","signed_message":"canonical_sha256_bytes"},"source_id":"1904.03127","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c80257b75c47262d32e9ac16cedced0a761f87c78af1613851b42e340296c5df","sha256:851ee236418976f4ae947e648d8e9f8f7ead4019c32b6d0b59a487aed866a3f4"],"state_sha256":"305a1df42cb063e6bde2d301426425e6401a7c2efdd0bf057016b30b511c1e70"}