{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:WAMLTIWSEKKG64GS23TCBJ3IX7","short_pith_number":"pith:WAMLTIWS","canonical_record":{"source":{"id":"2506.16104","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-06-19T07:54:07Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"969f8c7fd8e3dfa0a5cf4d64f32c85d8643d66c3e8c9bf142fc20c69c618e194","abstract_canon_sha256":"2c3407362add49b1fb8b0e9a02a05a61216379775f18577fc08e89b91efea873"},"schema_version":"1.0"},"canonical_sha256":"b018b9a2d222946f70d2d6e620a768bfe2d3861d12470a81e97603da00592c14","source":{"kind":"arxiv","id":"2506.16104","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.16104","created_at":"2026-07-05T11:24:54Z"},{"alias_kind":"arxiv_version","alias_value":"2506.16104v1","created_at":"2026-07-05T11:24:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.16104","created_at":"2026-07-05T11:24:54Z"},{"alias_kind":"pith_short_12","alias_value":"WAMLTIWSEKKG","created_at":"2026-07-05T11:24:54Z"},{"alias_kind":"pith_short_16","alias_value":"WAMLTIWSEKKG64GS","created_at":"2026-07-05T11:24:54Z"},{"alias_kind":"pith_short_8","alias_value":"WAMLTIWS","created_at":"2026-07-05T11:24:54Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:WAMLTIWSEKKG64GS23TCBJ3IX7","target":"record","payload":{"canonical_record":{"source":{"id":"2506.16104","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-06-19T07:54:07Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"969f8c7fd8e3dfa0a5cf4d64f32c85d8643d66c3e8c9bf142fc20c69c618e194","abstract_canon_sha256":"2c3407362add49b1fb8b0e9a02a05a61216379775f18577fc08e89b91efea873"},"schema_version":"1.0"},"canonical_sha256":"b018b9a2d222946f70d2d6e620a768bfe2d3861d12470a81e97603da00592c14","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:24:54.210850Z","signature_b64":"mhE92z0DW6zKXJqxfBkrvtPxrsYiHG09zRnl/uYRCtXtRAPVHRv/1L2WhPgr+ZFnIe+dtfviQ71VeQxnivo0DA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b018b9a2d222946f70d2d6e620a768bfe2d3861d12470a81e97603da00592c14","last_reissued_at":"2026-07-05T11:24:54.210387Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:24:54.210387Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.16104","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":"2026-07-05T11:24:54Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"6SXuqY2ARR1Gj8ePYr888ltHr92HdCgAr50DQMFnDWG1E4nQc4hvEtU8UKctiN9mzBwwXklll3fi08IIloN+Ag==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T17:52:49.433439Z"},"content_sha256":"b0f815d06f5e6c9f87abe438c0387e20148e5c8f1dcebb1eb7ed20052dfa2587","schema_version":"1.0","event_id":"sha256:b0f815d06f5e6c9f87abe438c0387e20148e5c8f1dcebb1eb7ed20052dfa2587"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:WAMLTIWSEKKG64GS23TCBJ3IX7","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Advancing atomic electron tomography with neural networks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cond-mat.mtrl-sci","authors_text":"Juhyeok Lee, Yongsoo Yang","submitted_at":"2025-06-19T07:54:07Z","abstract_excerpt":"Accurate determination of three-dimensional (3D) atomic structures is crucial for understanding and controlling the properties of nanomaterials. Atomic electron tomography (AET) offers non-destructive atomic imaging with picometer-level precision, enabling the resolution of defects, interfaces, and strain fields in 3D, as well as the observation of dynamic structural evolution. However, reconstruction artifacts arising from geometric limitations and electron dose constraints can hinder reliable atomic structure determination. Recent progress has integrated deep learning, especially convolution"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.16104","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/2506.16104/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":"2026-07-05T11:24:54Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"rhvm74IeUxcTiwV0VqBpWaTM4J7O2CJww2AEGTiNScRQYey8AE6s8pbyq6WbBucBMSUNxWFSham40byEqupFBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T17:52:49.433941Z"},"content_sha256":"689c4db0e3d879096b0dba7461965c25efa5ffa0947f95631d347aca22c5960b","schema_version":"1.0","event_id":"sha256:689c4db0e3d879096b0dba7461965c25efa5ffa0947f95631d347aca22c5960b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/WAMLTIWSEKKG64GS23TCBJ3IX7/bundle.json","state_url":"https://pith.science/pith/WAMLTIWSEKKG64GS23TCBJ3IX7/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/WAMLTIWSEKKG64GS23TCBJ3IX7/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":"2026-08-23T17:52:49Z","links":{"resolver":"https://pith.science/pith/WAMLTIWSEKKG64GS23TCBJ3IX7","bundle":"https://pith.science/pith/WAMLTIWSEKKG64GS23TCBJ3IX7/bundle.json","state":"https://pith.science/pith/WAMLTIWSEKKG64GS23TCBJ3IX7/state.json","well_known_bundle":"https://pith.science/.well-known/pith/WAMLTIWSEKKG64GS23TCBJ3IX7/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:WAMLTIWSEKKG64GS23TCBJ3IX7","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":"2c3407362add49b1fb8b0e9a02a05a61216379775f18577fc08e89b91efea873","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-06-19T07:54:07Z","title_canon_sha256":"969f8c7fd8e3dfa0a5cf4d64f32c85d8643d66c3e8c9bf142fc20c69c618e194"},"schema_version":"1.0","source":{"id":"2506.16104","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.16104","created_at":"2026-07-05T11:24:54Z"},{"alias_kind":"arxiv_version","alias_value":"2506.16104v1","created_at":"2026-07-05T11:24:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.16104","created_at":"2026-07-05T11:24:54Z"},{"alias_kind":"pith_short_12","alias_value":"WAMLTIWSEKKG","created_at":"2026-07-05T11:24:54Z"},{"alias_kind":"pith_short_16","alias_value":"WAMLTIWSEKKG64GS","created_at":"2026-07-05T11:24:54Z"},{"alias_kind":"pith_short_8","alias_value":"WAMLTIWS","created_at":"2026-07-05T11:24:54Z"}],"graph_snapshots":[{"event_id":"sha256:689c4db0e3d879096b0dba7461965c25efa5ffa0947f95631d347aca22c5960b","target":"graph","created_at":"2026-07-05T11:24:54Z","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/2506.16104/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Accurate determination of three-dimensional (3D) atomic structures is crucial for understanding and controlling the properties of nanomaterials. Atomic electron tomography (AET) offers non-destructive atomic imaging with picometer-level precision, enabling the resolution of defects, interfaces, and strain fields in 3D, as well as the observation of dynamic structural evolution. However, reconstruction artifacts arising from geometric limitations and electron dose constraints can hinder reliable atomic structure determination. Recent progress has integrated deep learning, especially convolution","authors_text":"Juhyeok Lee, Yongsoo Yang","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-06-19T07:54:07Z","title":"Advancing atomic electron tomography with neural networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.16104","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:b0f815d06f5e6c9f87abe438c0387e20148e5c8f1dcebb1eb7ed20052dfa2587","target":"record","created_at":"2026-07-05T11:24:54Z","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":"2c3407362add49b1fb8b0e9a02a05a61216379775f18577fc08e89b91efea873","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-06-19T07:54:07Z","title_canon_sha256":"969f8c7fd8e3dfa0a5cf4d64f32c85d8643d66c3e8c9bf142fc20c69c618e194"},"schema_version":"1.0","source":{"id":"2506.16104","kind":"arxiv","version":1}},"canonical_sha256":"b018b9a2d222946f70d2d6e620a768bfe2d3861d12470a81e97603da00592c14","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b018b9a2d222946f70d2d6e620a768bfe2d3861d12470a81e97603da00592c14","first_computed_at":"2026-07-05T11:24:54.210387Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:24:54.210387Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"mhE92z0DW6zKXJqxfBkrvtPxrsYiHG09zRnl/uYRCtXtRAPVHRv/1L2WhPgr+ZFnIe+dtfviQ71VeQxnivo0DA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:24:54.210850Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.16104","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b0f815d06f5e6c9f87abe438c0387e20148e5c8f1dcebb1eb7ed20052dfa2587","sha256:689c4db0e3d879096b0dba7461965c25efa5ffa0947f95631d347aca22c5960b"],"state_sha256":"59b6ef8893f064e43e163b8777b6467e9aaf557e09dc7e9900fefec63271646d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"J/auv5K5vMMUxyLgz6ae0fJ/HBbj3RBVMJgH7FfJL8KTzODPzaxzDoLXfArGNO8xF/A0pO5s7IvgsO3wZkRHCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-23T17:52:49.437888Z","bundle_sha256":"66c1ab10676f9866ddfdab2071fe4f5f91c79a7e2d6c8dfce5e1a389061f208a"}}