{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:NOAMIVSELJOQQFKPRF3HSRY7SN","short_pith_number":"pith:NOAMIVSE","canonical_record":{"source":{"id":"2410.22558","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-29T21:52:04Z","cross_cats_sorted":["eess.SP"],"title_canon_sha256":"b6dc2363fc64f9e6a044d4302799df8a3b149ede2d97d8570460bd8e1b91f0e8","abstract_canon_sha256":"2e9cd9717b2babb92e6d7ac7d75c8438a755b797713971dc46ce6ed6c84776c1"},"schema_version":"1.0"},"canonical_sha256":"6b80c456445a5d08154f897679471f93699e1a84dcdf126a412a76d0ea1b2c6d","source":{"kind":"arxiv","id":"2410.22558","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.22558","created_at":"2026-07-05T09:28:18Z"},{"alias_kind":"arxiv_version","alias_value":"2410.22558v1","created_at":"2026-07-05T09:28:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.22558","created_at":"2026-07-05T09:28:18Z"},{"alias_kind":"pith_short_12","alias_value":"NOAMIVSELJOQ","created_at":"2026-07-05T09:28:18Z"},{"alias_kind":"pith_short_16","alias_value":"NOAMIVSELJOQQFKP","created_at":"2026-07-05T09:28:18Z"},{"alias_kind":"pith_short_8","alias_value":"NOAMIVSE","created_at":"2026-07-05T09:28:18Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:NOAMIVSELJOQQFKPRF3HSRY7SN","target":"record","payload":{"canonical_record":{"source":{"id":"2410.22558","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-29T21:52:04Z","cross_cats_sorted":["eess.SP"],"title_canon_sha256":"b6dc2363fc64f9e6a044d4302799df8a3b149ede2d97d8570460bd8e1b91f0e8","abstract_canon_sha256":"2e9cd9717b2babb92e6d7ac7d75c8438a755b797713971dc46ce6ed6c84776c1"},"schema_version":"1.0"},"canonical_sha256":"6b80c456445a5d08154f897679471f93699e1a84dcdf126a412a76d0ea1b2c6d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:28:18.427423Z","signature_b64":"ZAFG07HTDo8r2f3C582C57C6cvN5MlCroywK97Aar42AnQtcQvJ8AieyvvuCyFQJfcp0qtl/cHG1PdbuwVuADg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"6b80c456445a5d08154f897679471f93699e1a84dcdf126a412a76d0ea1b2c6d","last_reissued_at":"2026-07-05T09:28:18.426896Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:28:18.426896Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.22558","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":"2026-07-05T09:28:18Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"77HzerFjtUQcf3RovNMoXy6RvR5JvGY8oyp4kjSKxjJTSuKWTSXH9Iq9aYpnH/1jf30vZc+7Rx9oJ6+eqYf7Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T03:59:39.353694Z"},"content_sha256":"85b7d8a1912fef894da6e77ae642463c7942506dbcb0ef3c5c4d528f65d9316a","schema_version":"1.0","event_id":"sha256:85b7d8a1912fef894da6e77ae642463c7942506dbcb0ef3c5c4d528f65d9316a"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:NOAMIVSELJOQQFKPRF3HSRY7SN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Unsupervised Multimodal Fusion of In-process Sensor Data for Advanced Manufacturing Process Monitoring","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["eess.SP"],"primary_cat":"cs.LG","authors_text":"Anthony Garland, Brad L. Boyce, Dale Cillessen, Dan Bolintineanu, Elliott Fowler, Jesse Adamczyk, Matthew McKinney, Michael Heiden","submitted_at":"2024-10-29T21:52:04Z","abstract_excerpt":"Effective monitoring of manufacturing processes is crucial for maintaining product quality and operational efficiency. Modern manufacturing environments generate vast amounts of multimodal data, including visual imagery from various perspectives and resolutions, hyperspectral data, and machine health monitoring information such as actuator positions, accelerometer readings, and temperature measurements. However, interpreting this complex, high-dimensional data presents significant challenges, particularly when labeled datasets are unavailable. This paper presents a novel approach to multimodal"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.22558","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":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2410.22558/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"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":"2026-07-05T09:28:18Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NPw7bBTYsvSj67Tqx9BGPvVbKHauZ13y0Bw+6G9be+lcYIv+ixXP1092BIUG/A4PvO2whWbEHFujKDWXPF8yDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T03:59:39.354301Z"},"content_sha256":"6ed43c545fee62e247f636a027323acaac4726729a53ab061f722caf284aec74","schema_version":"1.0","event_id":"sha256:6ed43c545fee62e247f636a027323acaac4726729a53ab061f722caf284aec74"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/NOAMIVSELJOQQFKPRF3HSRY7SN/bundle.json","state_url":"https://pith.science/pith/NOAMIVSELJOQQFKPRF3HSRY7SN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/NOAMIVSELJOQQFKPRF3HSRY7SN/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":"2026-08-04T03:59:39Z","links":{"resolver":"https://pith.science/pith/NOAMIVSELJOQQFKPRF3HSRY7SN","bundle":"https://pith.science/pith/NOAMIVSELJOQQFKPRF3HSRY7SN/bundle.json","state":"https://pith.science/pith/NOAMIVSELJOQQFKPRF3HSRY7SN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/NOAMIVSELJOQQFKPRF3HSRY7SN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:NOAMIVSELJOQQFKPRF3HSRY7SN","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":"2e9cd9717b2babb92e6d7ac7d75c8438a755b797713971dc46ce6ed6c84776c1","cross_cats_sorted":["eess.SP"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-29T21:52:04Z","title_canon_sha256":"b6dc2363fc64f9e6a044d4302799df8a3b149ede2d97d8570460bd8e1b91f0e8"},"schema_version":"1.0","source":{"id":"2410.22558","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.22558","created_at":"2026-07-05T09:28:18Z"},{"alias_kind":"arxiv_version","alias_value":"2410.22558v1","created_at":"2026-07-05T09:28:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.22558","created_at":"2026-07-05T09:28:18Z"},{"alias_kind":"pith_short_12","alias_value":"NOAMIVSELJOQ","created_at":"2026-07-05T09:28:18Z"},{"alias_kind":"pith_short_16","alias_value":"NOAMIVSELJOQQFKP","created_at":"2026-07-05T09:28:18Z"},{"alias_kind":"pith_short_8","alias_value":"NOAMIVSE","created_at":"2026-07-05T09:28:18Z"}],"graph_snapshots":[{"event_id":"sha256:6ed43c545fee62e247f636a027323acaac4726729a53ab061f722caf284aec74","target":"graph","created_at":"2026-07-05T09:28:18Z","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/2410.22558/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Effective monitoring of manufacturing processes is crucial for maintaining product quality and operational efficiency. Modern manufacturing environments generate vast amounts of multimodal data, including visual imagery from various perspectives and resolutions, hyperspectral data, and machine health monitoring information such as actuator positions, accelerometer readings, and temperature measurements. However, interpreting this complex, high-dimensional data presents significant challenges, particularly when labeled datasets are unavailable. This paper presents a novel approach to multimodal","authors_text":"Anthony Garland, Brad L. Boyce, Dale Cillessen, Dan Bolintineanu, Elliott Fowler, Jesse Adamczyk, Matthew McKinney, Michael Heiden","cross_cats":["eess.SP"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-29T21:52:04Z","title":"Unsupervised Multimodal Fusion of In-process Sensor Data for Advanced Manufacturing Process Monitoring"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.22558","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":"sha256:85b7d8a1912fef894da6e77ae642463c7942506dbcb0ef3c5c4d528f65d9316a","target":"record","created_at":"2026-07-05T09:28:18Z","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":"2e9cd9717b2babb92e6d7ac7d75c8438a755b797713971dc46ce6ed6c84776c1","cross_cats_sorted":["eess.SP"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-29T21:52:04Z","title_canon_sha256":"b6dc2363fc64f9e6a044d4302799df8a3b149ede2d97d8570460bd8e1b91f0e8"},"schema_version":"1.0","source":{"id":"2410.22558","kind":"arxiv","version":1}},"canonical_sha256":"6b80c456445a5d08154f897679471f93699e1a84dcdf126a412a76d0ea1b2c6d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6b80c456445a5d08154f897679471f93699e1a84dcdf126a412a76d0ea1b2c6d","first_computed_at":"2026-07-05T09:28:18.426896Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:28:18.426896Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZAFG07HTDo8r2f3C582C57C6cvN5MlCroywK97Aar42AnQtcQvJ8AieyvvuCyFQJfcp0qtl/cHG1PdbuwVuADg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:28:18.427423Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.22558","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:85b7d8a1912fef894da6e77ae642463c7942506dbcb0ef3c5c4d528f65d9316a","sha256:6ed43c545fee62e247f636a027323acaac4726729a53ab061f722caf284aec74"],"state_sha256":"f4e46aaf9b2b3348d730b1194ebe9664bed23c2df8829da956c0357a3d3a9ade"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"s08KN4IpHL+7zbgjbGmgVHQu+KmMq8Vp8EAYyJeuSzWG5X7Oy2ys3scNXElqwy/6dA+Muad3UqFlMfM0OACECA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T03:59:39.358050Z","bundle_sha256":"8707048e1cdfbcec7952113e28b245e3476da9e3d71496fde08012ac20c8c29f"}}