{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:XA5JQILMPU5DI5ZRYBVSGLVYRH","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":"d15f622e5b9577e39322c35550fe5d570ec8bcba28e3e1228b80395272137056","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-09-05T12:41:05Z","title_canon_sha256":"00f7edc2fdca199bb85da19d5a274493cb168ecf992af0672ca60d38baeb0506"},"schema_version":"1.0","source":{"id":"1709.01355","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1709.01355","created_at":"2026-05-18T00:36:00Z"},{"alias_kind":"arxiv_version","alias_value":"1709.01355v1","created_at":"2026-05-18T00:36:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1709.01355","created_at":"2026-05-18T00:36:00Z"},{"alias_kind":"pith_short_12","alias_value":"XA5JQILMPU5D","created_at":"2026-05-18T12:31:53Z"},{"alias_kind":"pith_short_16","alias_value":"XA5JQILMPU5DI5ZR","created_at":"2026-05-18T12:31:53Z"},{"alias_kind":"pith_short_8","alias_value":"XA5JQILM","created_at":"2026-05-18T12:31:53Z"}],"graph_snapshots":[{"event_id":"sha256:cdf6bff5879b88a3b95ec3bc376ee71c3d3d440b85de855c98f958d3084bf208","target":"graph","created_at":"2026-05-18T00:36:00Z","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":"Scattering Transforms (or ScatterNets) introduced by Mallat are a promising start into creating a well-defined feature extractor to use for pattern recognition and image classification tasks. They are of particular interest due to their architectural similarity to Convolutional Neural Networks (CNNs), while requiring no parameter learning and still performing very well (particularly in constrained classification tasks).\n  In this paper we visualize what the deeper layers of a ScatterNet are sensitive to using a 'DeScatterNet'. We show that the higher orders of ScatterNets are sensitive to comp","authors_text":"Fergal Cotter, Nick Kingsbury","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-09-05T12:41:05Z","title":"Visualizing and Improving Scattering Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1709.01355","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":"sha256:84ae8bac23ba4feb20200e99fc298377f436dc8bda4b5e190549aac28c52e947","target":"record","created_at":"2026-05-18T00:36:00Z","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":"d15f622e5b9577e39322c35550fe5d570ec8bcba28e3e1228b80395272137056","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-09-05T12:41:05Z","title_canon_sha256":"00f7edc2fdca199bb85da19d5a274493cb168ecf992af0672ca60d38baeb0506"},"schema_version":"1.0","source":{"id":"1709.01355","kind":"arxiv","version":1}},"canonical_sha256":"b83a98216c7d3a347731c06b232eb889ed717adf3dc5f73ef490f4942b30f729","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b83a98216c7d3a347731c06b232eb889ed717adf3dc5f73ef490f4942b30f729","first_computed_at":"2026-05-18T00:36:00.327830Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:36:00.327830Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"htUbDVM7ctgdnvt0WiTqQ0BEanEmznLaRtrIt4oDNZG5B8+9h+TauN9LAb3b+ULLXt8g3npdCDWBs/u84pdRCg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:36:00.328231Z","signed_message":"canonical_sha256_bytes"},"source_id":"1709.01355","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:84ae8bac23ba4feb20200e99fc298377f436dc8bda4b5e190549aac28c52e947","sha256:cdf6bff5879b88a3b95ec3bc376ee71c3d3d440b85de855c98f958d3084bf208"],"state_sha256":"0eea834d93aa529972f45645099cd3f9e18e24f3375c83242dc53c62974cc18e"}