{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:QLUROSH4IZXWYXUHHGAQAQSQFQ","short_pith_number":"pith:QLUROSH4","canonical_record":{"source":{"id":"2505.09161","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-05-14T05:48:55Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"ee7cb92eba4e7f6eaa152fb7f7489d2820c59bb1c471e94fe9fc157305071603","abstract_canon_sha256":"c57e79011b4646ad3407a170b8a0d53a04f8d430289d29ccd9ccc7169d3354a8"},"schema_version":"1.0"},"canonical_sha256":"82e91748fc466f6c5e8739810042502c3df01c90a965e1977646b0e026eaaedc","source":{"kind":"arxiv","id":"2505.09161","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.09161","created_at":"2026-07-05T11:02:51Z"},{"alias_kind":"arxiv_version","alias_value":"2505.09161v1","created_at":"2026-07-05T11:02:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.09161","created_at":"2026-07-05T11:02:51Z"},{"alias_kind":"pith_short_12","alias_value":"QLUROSH4IZXW","created_at":"2026-07-05T11:02:51Z"},{"alias_kind":"pith_short_16","alias_value":"QLUROSH4IZXWYXUH","created_at":"2026-07-05T11:02:51Z"},{"alias_kind":"pith_short_8","alias_value":"QLUROSH4","created_at":"2026-07-05T11:02:51Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:QLUROSH4IZXWYXUHHGAQAQSQFQ","target":"record","payload":{"canonical_record":{"source":{"id":"2505.09161","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-05-14T05:48:55Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"ee7cb92eba4e7f6eaa152fb7f7489d2820c59bb1c471e94fe9fc157305071603","abstract_canon_sha256":"c57e79011b4646ad3407a170b8a0d53a04f8d430289d29ccd9ccc7169d3354a8"},"schema_version":"1.0"},"canonical_sha256":"82e91748fc466f6c5e8739810042502c3df01c90a965e1977646b0e026eaaedc","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:02:51.268338Z","signature_b64":"uH46SB+/OmaICucO1/iELj8jvCeYtmw990pQJ+LXlTnF7q2KH9zI5XTD/40jSR+jNUjVVVqHAH/h7DJFTq7cAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"82e91748fc466f6c5e8739810042502c3df01c90a965e1977646b0e026eaaedc","last_reissued_at":"2026-07-05T11:02:51.267831Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:02:51.267831Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2505.09161","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":"2026-07-05T11:02:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wgumszZweJGqv6TO662VYMWAf2X9Bd2qp4T6XYqgZzsDSs2SgFfH6mHBMmxrugWfAKrxRdzl11YpFccf9RcUAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T14:53:14.183714Z"},"content_sha256":"87127021b1298705c29f2b9b97107e877fb4ded706bbcfada9587ae1ee809fad","schema_version":"1.0","event_id":"sha256:87127021b1298705c29f2b9b97107e877fb4ded706bbcfada9587ae1ee809fad"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:QLUROSH4IZXWYXUHHGAQAQSQFQ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Bridging Theory and Experiment in Materials Discovery: Machine-Learning-Assisted Prediction of Synthesizable Structures","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cond-mat.mtrl-sci","authors_text":"Hong Jian Zhao, Jian Lv, Peng Liu, Pengyue Gao, Wenhui Mi, Yanchao Wang, Yanming Ma, Yu Xin, Zhuohang Xie","submitted_at":"2025-05-14T05:48:55Z","abstract_excerpt":"Even though thermodynamic energy-based crystal structure prediction (CSP) has revolutionized materials discovery, the energy-driven CSP approaches often struggle to identify experimentally realizable metastable materials synthesized through kinetically controlled pathways, creating a critical gap between theoretical predictions and experimental synthesis. Here, we propose a synthesizability-driven CSP framework that integrates symmetry-guided structure derivation with a Wyckoff encode-based machine-learning model, allowing for the efficient localization of subspaces likely to yield highly synt"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.09161","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/2505.09161/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":"2026-07-05T11:02:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"A0WqDEDl9o1dUsLC5VKfmwLbJyjw6L7oh04yDz2Q8OdfRXUn34lN4NSkQftnskryEl1/XbfX846dpVZqXRGBBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T14:53:14.184082Z"},"content_sha256":"5f1fdc75295cb44d5350ef792f71ae5703b97cba2f4358614b6c448989a8a98e","schema_version":"1.0","event_id":"sha256:5f1fdc75295cb44d5350ef792f71ae5703b97cba2f4358614b6c448989a8a98e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/QLUROSH4IZXWYXUHHGAQAQSQFQ/bundle.json","state_url":"https://pith.science/pith/QLUROSH4IZXWYXUHHGAQAQSQFQ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/QLUROSH4IZXWYXUHHGAQAQSQFQ/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":"2026-07-07T14:53:14Z","links":{"resolver":"https://pith.science/pith/QLUROSH4IZXWYXUHHGAQAQSQFQ","bundle":"https://pith.science/pith/QLUROSH4IZXWYXUHHGAQAQSQFQ/bundle.json","state":"https://pith.science/pith/QLUROSH4IZXWYXUHHGAQAQSQFQ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/QLUROSH4IZXWYXUHHGAQAQSQFQ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:QLUROSH4IZXWYXUHHGAQAQSQFQ","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":"c57e79011b4646ad3407a170b8a0d53a04f8d430289d29ccd9ccc7169d3354a8","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-05-14T05:48:55Z","title_canon_sha256":"ee7cb92eba4e7f6eaa152fb7f7489d2820c59bb1c471e94fe9fc157305071603"},"schema_version":"1.0","source":{"id":"2505.09161","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.09161","created_at":"2026-07-05T11:02:51Z"},{"alias_kind":"arxiv_version","alias_value":"2505.09161v1","created_at":"2026-07-05T11:02:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.09161","created_at":"2026-07-05T11:02:51Z"},{"alias_kind":"pith_short_12","alias_value":"QLUROSH4IZXW","created_at":"2026-07-05T11:02:51Z"},{"alias_kind":"pith_short_16","alias_value":"QLUROSH4IZXWYXUH","created_at":"2026-07-05T11:02:51Z"},{"alias_kind":"pith_short_8","alias_value":"QLUROSH4","created_at":"2026-07-05T11:02:51Z"}],"graph_snapshots":[{"event_id":"sha256:5f1fdc75295cb44d5350ef792f71ae5703b97cba2f4358614b6c448989a8a98e","target":"graph","created_at":"2026-07-05T11:02:51Z","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/2505.09161/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Even though thermodynamic energy-based crystal structure prediction (CSP) has revolutionized materials discovery, the energy-driven CSP approaches often struggle to identify experimentally realizable metastable materials synthesized through kinetically controlled pathways, creating a critical gap between theoretical predictions and experimental synthesis. Here, we propose a synthesizability-driven CSP framework that integrates symmetry-guided structure derivation with a Wyckoff encode-based machine-learning model, allowing for the efficient localization of subspaces likely to yield highly synt","authors_text":"Hong Jian Zhao, Jian Lv, Peng Liu, Pengyue Gao, Wenhui Mi, Yanchao Wang, Yanming Ma, Yu Xin, Zhuohang Xie","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-05-14T05:48:55Z","title":"Bridging Theory and Experiment in Materials Discovery: Machine-Learning-Assisted Prediction of Synthesizable Structures"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.09161","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":"sha256:87127021b1298705c29f2b9b97107e877fb4ded706bbcfada9587ae1ee809fad","target":"record","created_at":"2026-07-05T11:02:51Z","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":"c57e79011b4646ad3407a170b8a0d53a04f8d430289d29ccd9ccc7169d3354a8","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-05-14T05:48:55Z","title_canon_sha256":"ee7cb92eba4e7f6eaa152fb7f7489d2820c59bb1c471e94fe9fc157305071603"},"schema_version":"1.0","source":{"id":"2505.09161","kind":"arxiv","version":1}},"canonical_sha256":"82e91748fc466f6c5e8739810042502c3df01c90a965e1977646b0e026eaaedc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"82e91748fc466f6c5e8739810042502c3df01c90a965e1977646b0e026eaaedc","first_computed_at":"2026-07-05T11:02:51.267831Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:02:51.267831Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"uH46SB+/OmaICucO1/iELj8jvCeYtmw990pQJ+LXlTnF7q2KH9zI5XTD/40jSR+jNUjVVVqHAH/h7DJFTq7cAw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:02:51.268338Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.09161","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:87127021b1298705c29f2b9b97107e877fb4ded706bbcfada9587ae1ee809fad","sha256:5f1fdc75295cb44d5350ef792f71ae5703b97cba2f4358614b6c448989a8a98e"],"state_sha256":"f5125944d5de459b3de6e7342da24a21bec7306dd9f82ab9d5f16580c031dab5"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qjiAtSdvYv8xWVqclu0DgAJ9DpMNWfTSDCpNus5yDO1pQpaRX1YsEzSOA1/MHozizdRqAOxIa6hyht6ivdbEDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T14:53:14.186033Z","bundle_sha256":"f8a1bb10789e44fc50c9168ec26633d50bf1d7767817394ef5dfd1223511a929"}}