{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:4BMSCN3O6Z6G3AGFWMVFIQIA4X","short_pith_number":"pith:4BMSCN3O","canonical_record":{"source":{"id":"2507.04671","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-07-07T05:22:55Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"05a644cc67234b73e53c9371fbcd39cff3588d11c4e365df932b677799757cd1","abstract_canon_sha256":"048852ce760c86f734f052d06f47201497bf7669282f6fa9bffeea06f6ddf07d"},"schema_version":"1.0"},"canonical_sha256":"e05921376ef67c6d80c5b32a544100e5f29dbc09b9e55ad6c4bcdf9b0975cd91","source":{"kind":"arxiv","id":"2507.04671","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.04671","created_at":"2026-07-05T12:00:28Z"},{"alias_kind":"arxiv_version","alias_value":"2507.04671v2","created_at":"2026-07-05T12:00:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.04671","created_at":"2026-07-05T12:00:28Z"},{"alias_kind":"pith_short_12","alias_value":"4BMSCN3O6Z6G","created_at":"2026-07-05T12:00:28Z"},{"alias_kind":"pith_short_16","alias_value":"4BMSCN3O6Z6G3AGF","created_at":"2026-07-05T12:00:28Z"},{"alias_kind":"pith_short_8","alias_value":"4BMSCN3O","created_at":"2026-07-05T12:00:28Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:4BMSCN3O6Z6G3AGFWMVFIQIA4X","target":"record","payload":{"canonical_record":{"source":{"id":"2507.04671","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-07-07T05:22:55Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"05a644cc67234b73e53c9371fbcd39cff3588d11c4e365df932b677799757cd1","abstract_canon_sha256":"048852ce760c86f734f052d06f47201497bf7669282f6fa9bffeea06f6ddf07d"},"schema_version":"1.0"},"canonical_sha256":"e05921376ef67c6d80c5b32a544100e5f29dbc09b9e55ad6c4bcdf9b0975cd91","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T12:00:28.463664Z","signature_b64":"fyo7jiMkrm/Pt1RnF5Vdg0/nTQGixC3NfXpFLNe8VB8f5r/ZHPxzb4JBFgzoTy31cKx5sw8SFJgaj+073ix7Bg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e05921376ef67c6d80c5b32a544100e5f29dbc09b9e55ad6c4bcdf9b0975cd91","last_reissued_at":"2026-07-05T12:00:28.463207Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T12:00:28.463207Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2507.04671","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T12:00:28Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"uoEragn/1aq/9b3kvNTXlpDC+/fEfvm7G9S6rcj2YkWMH+vIBQuXSDDPRNxO5+HlSoYXF+ge5j9/vTWsvUxBDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T00:43:03.521349Z"},"content_sha256":"9abea7e8d6dd2761bf589d6e0235c714c1384505b5bed422a20d4ec942e717f7","schema_version":"1.0","event_id":"sha256:9abea7e8d6dd2761bf589d6e0235c714c1384505b5bed422a20d4ec942e717f7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:4BMSCN3O6Z6G3AGFWMVFIQIA4X","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"DANCE: Resource-Efficient Neural Architecture Search with Data-Aware and Continuous Adaptation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CV"],"primary_cat":"cs.LG","authors_text":"Lixin Zou, Maolin Wang, Ruocheng Guo, Shanshan Ye, Sheng Zhang, Tianshuo Wei, Wanyu Wang, Xiangyu Zhao, Xuetao Wei","submitted_at":"2025-07-07T05:22:55Z","abstract_excerpt":"Neural Architecture Search (NAS) has emerged as a powerful approach for automating neural network design. However, existing NAS methods face critical limitations in real-world deployments: architectures lack adaptability across scenarios, each deployment context requires costly separate searches, and performance consistency across diverse platforms remains challenging. We propose DANCE (Dynamic Architectures with Neural Continuous Evolution), which reformulates architecture search as a continuous evolution problem through learning distributions over architectural components. DANCE introduces t"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.04671","kind":"arxiv","version":2},"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/2507.04671/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":"2026-07-05T12:00:28Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"KefQSNNhrhfkZrRpZDUt/JuIIYC/oOmjgAUKyWcePoukY0YprrPG8SeNwMCeWteeDclo8iVv+NuE5pAdZjZ/AQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T00:43:03.521837Z"},"content_sha256":"741563e2b2dabbb60949e804db2fc9a4f3093236ec8a61e0bf6707c52d6e34a3","schema_version":"1.0","event_id":"sha256:741563e2b2dabbb60949e804db2fc9a4f3093236ec8a61e0bf6707c52d6e34a3"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/4BMSCN3O6Z6G3AGFWMVFIQIA4X/bundle.json","state_url":"https://pith.science/pith/4BMSCN3O6Z6G3AGFWMVFIQIA4X/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/4BMSCN3O6Z6G3AGFWMVFIQIA4X/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":"2026-08-23T00:43:03Z","links":{"resolver":"https://pith.science/pith/4BMSCN3O6Z6G3AGFWMVFIQIA4X","bundle":"https://pith.science/pith/4BMSCN3O6Z6G3AGFWMVFIQIA4X/bundle.json","state":"https://pith.science/pith/4BMSCN3O6Z6G3AGFWMVFIQIA4X/state.json","well_known_bundle":"https://pith.science/.well-known/pith/4BMSCN3O6Z6G3AGFWMVFIQIA4X/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:4BMSCN3O6Z6G3AGFWMVFIQIA4X","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":"048852ce760c86f734f052d06f47201497bf7669282f6fa9bffeea06f6ddf07d","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-07-07T05:22:55Z","title_canon_sha256":"05a644cc67234b73e53c9371fbcd39cff3588d11c4e365df932b677799757cd1"},"schema_version":"1.0","source":{"id":"2507.04671","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.04671","created_at":"2026-07-05T12:00:28Z"},{"alias_kind":"arxiv_version","alias_value":"2507.04671v2","created_at":"2026-07-05T12:00:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.04671","created_at":"2026-07-05T12:00:28Z"},{"alias_kind":"pith_short_12","alias_value":"4BMSCN3O6Z6G","created_at":"2026-07-05T12:00:28Z"},{"alias_kind":"pith_short_16","alias_value":"4BMSCN3O6Z6G3AGF","created_at":"2026-07-05T12:00:28Z"},{"alias_kind":"pith_short_8","alias_value":"4BMSCN3O","created_at":"2026-07-05T12:00:28Z"}],"graph_snapshots":[{"event_id":"sha256:741563e2b2dabbb60949e804db2fc9a4f3093236ec8a61e0bf6707c52d6e34a3","target":"graph","created_at":"2026-07-05T12:00:28Z","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/2507.04671/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Neural Architecture Search (NAS) has emerged as a powerful approach for automating neural network design. However, existing NAS methods face critical limitations in real-world deployments: architectures lack adaptability across scenarios, each deployment context requires costly separate searches, and performance consistency across diverse platforms remains challenging. We propose DANCE (Dynamic Architectures with Neural Continuous Evolution), which reformulates architecture search as a continuous evolution problem through learning distributions over architectural components. DANCE introduces t","authors_text":"Lixin Zou, Maolin Wang, Ruocheng Guo, Shanshan Ye, Sheng Zhang, Tianshuo Wei, Wanyu Wang, Xiangyu Zhao, Xuetao Wei","cross_cats":["cs.CV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-07-07T05:22:55Z","title":"DANCE: Resource-Efficient Neural Architecture Search with Data-Aware and Continuous Adaptation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.04671","kind":"arxiv","version":2},"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":"sha256:9abea7e8d6dd2761bf589d6e0235c714c1384505b5bed422a20d4ec942e717f7","target":"record","created_at":"2026-07-05T12:00:28Z","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":"048852ce760c86f734f052d06f47201497bf7669282f6fa9bffeea06f6ddf07d","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-07-07T05:22:55Z","title_canon_sha256":"05a644cc67234b73e53c9371fbcd39cff3588d11c4e365df932b677799757cd1"},"schema_version":"1.0","source":{"id":"2507.04671","kind":"arxiv","version":2}},"canonical_sha256":"e05921376ef67c6d80c5b32a544100e5f29dbc09b9e55ad6c4bcdf9b0975cd91","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e05921376ef67c6d80c5b32a544100e5f29dbc09b9e55ad6c4bcdf9b0975cd91","first_computed_at":"2026-07-05T12:00:28.463207Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T12:00:28.463207Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"fyo7jiMkrm/Pt1RnF5Vdg0/nTQGixC3NfXpFLNe8VB8f5r/ZHPxzb4JBFgzoTy31cKx5sw8SFJgaj+073ix7Bg==","signature_status":"signed_v1","signed_at":"2026-07-05T12:00:28.463664Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.04671","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9abea7e8d6dd2761bf589d6e0235c714c1384505b5bed422a20d4ec942e717f7","sha256:741563e2b2dabbb60949e804db2fc9a4f3093236ec8a61e0bf6707c52d6e34a3"],"state_sha256":"7f07a6e8811ffaff30c2d3d86bdf8ab5fac5a769866ebd2e2d881955de59c54a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"q2GZ/oQ00bVasSpGZBbbry6plkcFPfXD6UULVN5ZfAL48whzU3U2ArT4Rg99bi4zFDFpvxAM4h15maMBYk73Bg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-23T00:43:03.525405Z","bundle_sha256":"7982132f6bb2845f64184c9facc0a820263172e012c288b72b3b3904b3644e54"}}