{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:UBHBQ3JWOCYLTZSHLF4VLC6VO3","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":"cbae37ce7847aa3516d57dec8ce3dfddcd262af7e06ae022d483af2377ff707e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-05-01T12:00:49Z","title_canon_sha256":"4f580d5612eb28d57adab479d5f9858d7732bee5f3122390fab14d8f947c1966"},"schema_version":"1.0","source":{"id":"1705.00487","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1705.00487","created_at":"2026-05-18T00:39:56Z"},{"alias_kind":"arxiv_version","alias_value":"1705.00487v3","created_at":"2026-05-18T00:39:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1705.00487","created_at":"2026-05-18T00:39:56Z"},{"alias_kind":"pith_short_12","alias_value":"UBHBQ3JWOCYL","created_at":"2026-05-18T12:31:46Z"},{"alias_kind":"pith_short_16","alias_value":"UBHBQ3JWOCYLTZSH","created_at":"2026-05-18T12:31:46Z"},{"alias_kind":"pith_short_8","alias_value":"UBHBQ3JW","created_at":"2026-05-18T12:31:46Z"}],"graph_snapshots":[{"event_id":"sha256:c61b0ca8a0ec86080c77a28e462118113936438995094ffb7ed3dc9dfd8c8351","target":"graph","created_at":"2026-05-18T00:39:56Z","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"},"paper":{"abstract_excerpt":"Most recent CNN architectures use average pooling as a final feature encoding step. In the field of fine-grained recognition, however, recent global representations like bilinear pooling offer improved performance. In this paper, we generalize average and bilinear pooling to \"alpha-pooling\", allowing for learning the pooling strategy during training. In addition, we present a novel way to visualize decisions made by these approaches. We identify parts of training images having the highest influence on the prediction of a given test image. It allows for justifying decisions to users and also fo","authors_text":"Erik Rodner, Joachim Denzler, Marcel Simon, Trevor Darrell, Yang Gao","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-05-01T12:00:49Z","title":"Generalized orderless pooling performs implicit salient matching"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1705.00487","kind":"arxiv","version":3},"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:f23c16266da02bdd9bba608466580e9f93189a704cbc999e96d0d3a311256b9f","target":"record","created_at":"2026-05-18T00:39:56Z","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":"cbae37ce7847aa3516d57dec8ce3dfddcd262af7e06ae022d483af2377ff707e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-05-01T12:00:49Z","title_canon_sha256":"4f580d5612eb28d57adab479d5f9858d7732bee5f3122390fab14d8f947c1966"},"schema_version":"1.0","source":{"id":"1705.00487","kind":"arxiv","version":3}},"canonical_sha256":"a04e186d3670b0b9e6475979558bd576e773cb955effb4e03462f364b2800002","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a04e186d3670b0b9e6475979558bd576e773cb955effb4e03462f364b2800002","first_computed_at":"2026-05-18T00:39:56.499104Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:39:56.499104Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"a164h3dX7g3bp8+1psTeLbQAr714P+1w0dqOIF5cXRzyP/LHxPLP9ckitKHzMlrz+JmVTpmhdQeB/SpK/wMRCA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:39:56.499705Z","signed_message":"canonical_sha256_bytes"},"source_id":"1705.00487","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f23c16266da02bdd9bba608466580e9f93189a704cbc999e96d0d3a311256b9f","sha256:c61b0ca8a0ec86080c77a28e462118113936438995094ffb7ed3dc9dfd8c8351"],"state_sha256":"bc58747acc17901f037d0fadab66bc298e2f680e3dc890f32420069d06e62b02"}