{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2019:CZDCVWMOQKD4P6WPSKZDWD7T4B","short_pith_number":"pith:CZDCVWMO","canonical_record":{"source":{"id":"1907.06062","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-07-13T12:12:36Z","cross_cats_sorted":["cs.LG","cs.NE"],"title_canon_sha256":"13aad84f7caf7e3ac1c80565dc43b1f6ef9b7a9ae4394c92a074ecb5b8be9efe","abstract_canon_sha256":"8c305fc38e109dd4b291cec5438a533bfc075332c6babdcf2b4069022aa0bc63"},"schema_version":"1.0"},"canonical_sha256":"16462ad98e8287c7facf92b23b0ff3e05238cbe54091e18dc02578f8db1ea34b","source":{"kind":"arxiv","id":"1907.06062","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1907.06062","created_at":"2026-05-17T23:40:42Z"},{"alias_kind":"arxiv_version","alias_value":"1907.06062v1","created_at":"2026-05-17T23:40:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1907.06062","created_at":"2026-05-17T23:40:42Z"},{"alias_kind":"pith_short_12","alias_value":"CZDCVWMOQKD4","created_at":"2026-05-18T12:33:15Z"},{"alias_kind":"pith_short_16","alias_value":"CZDCVWMOQKD4P6WP","created_at":"2026-05-18T12:33:15Z"},{"alias_kind":"pith_short_8","alias_value":"CZDCVWMO","created_at":"2026-05-18T12:33:15Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2019:CZDCVWMOQKD4P6WPSKZDWD7T4B","target":"record","payload":{"canonical_record":{"source":{"id":"1907.06062","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-07-13T12:12:36Z","cross_cats_sorted":["cs.LG","cs.NE"],"title_canon_sha256":"13aad84f7caf7e3ac1c80565dc43b1f6ef9b7a9ae4394c92a074ecb5b8be9efe","abstract_canon_sha256":"8c305fc38e109dd4b291cec5438a533bfc075332c6babdcf2b4069022aa0bc63"},"schema_version":"1.0"},"canonical_sha256":"16462ad98e8287c7facf92b23b0ff3e05238cbe54091e18dc02578f8db1ea34b","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-17T23:40:42.544529Z","signature_b64":"ZEENwIneT6zvJWu8Tlbcfjrj4qFPklQ1fRzKwgfZQ6rFcNVPb1Qjf8m/9ZNJ3/2BOiSNG9nKMb+W7HfkwwYHDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"16462ad98e8287c7facf92b23b0ff3e05238cbe54091e18dc02578f8db1ea34b","last_reissued_at":"2026-05-17T23:40:42.543741Z","signature_status":"signed_v1","first_computed_at":"2026-05-17T23:40:42.543741Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1907.06062","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-17T23:40:42Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lnFefAlBrZKkWWZ6YGxDiKBqG5EFQPy8k9m+w8GanCAqscy89xzuwQgCNI9VldpWJqz8oUdUDMxmw7SN8W4ECQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-28T12:52:39.473021Z"},"content_sha256":"ab865ca5ef5612ad51569c26917480a91550ffdeecfde733e7cd4813ce372735","schema_version":"1.0","event_id":"sha256:ab865ca5ef5612ad51569c26917480a91550ffdeecfde733e7cd4813ce372735"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2019:CZDCVWMOQKD4P6WPSKZDWD7T4B","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Using dynamic routing to extract intermediate features for developing scalable capsule networks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","cs.NE"],"primary_cat":"cs.CV","authors_text":"Bodhisatwa Mandal, Mita Nasipuri, Nibaran Das, Ritesh Sarkhel, Swarnendu Ghosh","submitted_at":"2019-07-13T12:12:36Z","abstract_excerpt":"Capsule networks have gained a lot of popularity in short time due to its unique approach to model equivariant class specific properties as capsules from images. However the dynamic routing algorithm comes with a steep computational complexity. In the proposed approach we aim to create scalable versions of the capsule networks that are much faster and provide better accuracy in problems with higher number of classes. By using dynamic routing to extract intermediate features instead of generating output class specific capsules, a large increase in the computational speed has been observed. More"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1907.06062","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":""},"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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-17T23:40:42Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"nCklUO0h54Vcl4a6pBPl1sJBn4QZ0zS2aiSJJT/KdtpJ5/NEIO30Wn5tq4FIltiSdm0Qm0NN6jvNJeWQVjbaCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-28T12:52:39.473379Z"},"content_sha256":"0b0681adf13af89733b0d89b41e1bf1008a1108db13b2abe09d1759022356b0b","schema_version":"1.0","event_id":"sha256:0b0681adf13af89733b0d89b41e1bf1008a1108db13b2abe09d1759022356b0b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/CZDCVWMOQKD4P6WPSKZDWD7T4B/bundle.json","state_url":"https://pith.science/pith/CZDCVWMOQKD4P6WPSKZDWD7T4B/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/CZDCVWMOQKD4P6WPSKZDWD7T4B/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-05-28T12:52:39Z","links":{"resolver":"https://pith.science/pith/CZDCVWMOQKD4P6WPSKZDWD7T4B","bundle":"https://pith.science/pith/CZDCVWMOQKD4P6WPSKZDWD7T4B/bundle.json","state":"https://pith.science/pith/CZDCVWMOQKD4P6WPSKZDWD7T4B/state.json","well_known_bundle":"https://pith.science/.well-known/pith/CZDCVWMOQKD4P6WPSKZDWD7T4B/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:CZDCVWMOQKD4P6WPSKZDWD7T4B","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":"8c305fc38e109dd4b291cec5438a533bfc075332c6babdcf2b4069022aa0bc63","cross_cats_sorted":["cs.LG","cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-07-13T12:12:36Z","title_canon_sha256":"13aad84f7caf7e3ac1c80565dc43b1f6ef9b7a9ae4394c92a074ecb5b8be9efe"},"schema_version":"1.0","source":{"id":"1907.06062","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1907.06062","created_at":"2026-05-17T23:40:42Z"},{"alias_kind":"arxiv_version","alias_value":"1907.06062v1","created_at":"2026-05-17T23:40:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1907.06062","created_at":"2026-05-17T23:40:42Z"},{"alias_kind":"pith_short_12","alias_value":"CZDCVWMOQKD4","created_at":"2026-05-18T12:33:15Z"},{"alias_kind":"pith_short_16","alias_value":"CZDCVWMOQKD4P6WP","created_at":"2026-05-18T12:33:15Z"},{"alias_kind":"pith_short_8","alias_value":"CZDCVWMO","created_at":"2026-05-18T12:33:15Z"}],"graph_snapshots":[{"event_id":"sha256:0b0681adf13af89733b0d89b41e1bf1008a1108db13b2abe09d1759022356b0b","target":"graph","created_at":"2026-05-17T23:40:42Z","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":"Capsule networks have gained a lot of popularity in short time due to its unique approach to model equivariant class specific properties as capsules from images. However the dynamic routing algorithm comes with a steep computational complexity. In the proposed approach we aim to create scalable versions of the capsule networks that are much faster and provide better accuracy in problems with higher number of classes. By using dynamic routing to extract intermediate features instead of generating output class specific capsules, a large increase in the computational speed has been observed. More","authors_text":"Bodhisatwa Mandal, Mita Nasipuri, Nibaran Das, Ritesh Sarkhel, Swarnendu Ghosh","cross_cats":["cs.LG","cs.NE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-07-13T12:12:36Z","title":"Using dynamic routing to extract intermediate features for developing scalable capsule networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1907.06062","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:ab865ca5ef5612ad51569c26917480a91550ffdeecfde733e7cd4813ce372735","target":"record","created_at":"2026-05-17T23:40:42Z","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":"8c305fc38e109dd4b291cec5438a533bfc075332c6babdcf2b4069022aa0bc63","cross_cats_sorted":["cs.LG","cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-07-13T12:12:36Z","title_canon_sha256":"13aad84f7caf7e3ac1c80565dc43b1f6ef9b7a9ae4394c92a074ecb5b8be9efe"},"schema_version":"1.0","source":{"id":"1907.06062","kind":"arxiv","version":1}},"canonical_sha256":"16462ad98e8287c7facf92b23b0ff3e05238cbe54091e18dc02578f8db1ea34b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"16462ad98e8287c7facf92b23b0ff3e05238cbe54091e18dc02578f8db1ea34b","first_computed_at":"2026-05-17T23:40:42.543741Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:40:42.543741Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZEENwIneT6zvJWu8Tlbcfjrj4qFPklQ1fRzKwgfZQ6rFcNVPb1Qjf8m/9ZNJ3/2BOiSNG9nKMb+W7HfkwwYHDw==","signature_status":"signed_v1","signed_at":"2026-05-17T23:40:42.544529Z","signed_message":"canonical_sha256_bytes"},"source_id":"1907.06062","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ab865ca5ef5612ad51569c26917480a91550ffdeecfde733e7cd4813ce372735","sha256:0b0681adf13af89733b0d89b41e1bf1008a1108db13b2abe09d1759022356b0b"],"state_sha256":"47a547bedad9a9fab5fa230471d5baa2c6b23cf0895c91b305b6a4b36550455e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"q1mVfFIpi/LqFwM90nwiQExCDKvRNESUr9dA6JWO1IgQahGqwxSNzFv0yW41Rq2okYOWyNBMvn9Hg+mr0YgFAw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-28T12:52:39.475308Z","bundle_sha256":"519446a32347478430984c7c75d98588846f26d169c81325602eec0b852a26fc"}}