{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:PVULGHDA3ORK4MTM25SSZQ7MHC","short_pith_number":"pith:PVULGHDA","canonical_record":{"source":{"id":"2311.18451","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-30T10:51:46Z","cross_cats_sorted":[],"title_canon_sha256":"f5115da96e9884d75910f8b28509ef5a4148159f11dbe66407384791d8f5e952","abstract_canon_sha256":"9ab8a27fef04f9866b70926169d7deb3a605cebf5ece43de4052bc4d1c1eb5ca"},"schema_version":"1.0"},"canonical_sha256":"7d68b31c60dba2ae326cd7652cc3ec38b3102971b83692b26fb4cd5c07ddee18","source":{"kind":"arxiv","id":"2311.18451","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.18451","created_at":"2026-07-05T07:18:42Z"},{"alias_kind":"arxiv_version","alias_value":"2311.18451v1","created_at":"2026-07-05T07:18:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.18451","created_at":"2026-07-05T07:18:42Z"},{"alias_kind":"pith_short_12","alias_value":"PVULGHDA3ORK","created_at":"2026-07-05T07:18:42Z"},{"alias_kind":"pith_short_16","alias_value":"PVULGHDA3ORK4MTM","created_at":"2026-07-05T07:18:42Z"},{"alias_kind":"pith_short_8","alias_value":"PVULGHDA","created_at":"2026-07-05T07:18:42Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:PVULGHDA3ORK4MTM25SSZQ7MHC","target":"record","payload":{"canonical_record":{"source":{"id":"2311.18451","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-30T10:51:46Z","cross_cats_sorted":[],"title_canon_sha256":"f5115da96e9884d75910f8b28509ef5a4148159f11dbe66407384791d8f5e952","abstract_canon_sha256":"9ab8a27fef04f9866b70926169d7deb3a605cebf5ece43de4052bc4d1c1eb5ca"},"schema_version":"1.0"},"canonical_sha256":"7d68b31c60dba2ae326cd7652cc3ec38b3102971b83692b26fb4cd5c07ddee18","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:18:42.535978Z","signature_b64":"MEjhfIdKFd8HNkN6Mz8oH4/RlYhlDswbC+9wrghn/ZwXOrfVAzx7DIpfRitZeikFu2GCrmn+GHqAWI9VyFszDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7d68b31c60dba2ae326cd7652cc3ec38b3102971b83692b26fb4cd5c07ddee18","last_reissued_at":"2026-07-05T07:18:42.535607Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:18:42.535607Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2311.18451","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":"2026-07-05T07:18:42Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CT7SHGeLS6ZEFzKJGKHZ/SDrWvMl2fVOpnzEMXHXulQedF6J6z4ptL0ZC1OjHdu/X7GQeGFtVOy/Wbanx/OBCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T11:36:47.623817Z"},"content_sha256":"f40f63ed37ac26ddeae16ed09fbf77711ea57c2ce10052fa046fa9e5bda8a692","schema_version":"1.0","event_id":"sha256:f40f63ed37ac26ddeae16ed09fbf77711ea57c2ce10052fa046fa9e5bda8a692"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:PVULGHDA3ORK4MTM25SSZQ7MHC","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"How Much Is Hidden in the NAS Benchmarks? Few-Shot Adaptation of a NAS Predictor","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Abhinav Mehrotra, Hongkai Wen, Hrushikesh Loya, Javier Fernandez-Marques, {\\L}ukasz Dudziak, Nicholas D. Lane, Royson Lee","submitted_at":"2023-11-30T10:51:46Z","abstract_excerpt":"Neural architecture search has proven to be a powerful approach to designing and refining neural networks, often boosting their performance and efficiency over manually-designed variations, but comes with computational overhead. While there has been a considerable amount of research focused on lowering the cost of NAS for mainstream tasks, such as image classification, a lot of those improvements stem from the fact that those tasks are well-studied in the broader context. Consequently, applicability of NAS to emerging and under-represented domains is still associated with a relatively high cos"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.18451","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/2311.18451/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":"2026-07-05T07:18:42Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"J6KOWYYUD/F7iS829mfQSKHUBN6dpncKcovk5XYfXEoZrIWgkuovUaCwgYQUQeLxIOIWZjTSLxr9jmQ0h4OSDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T11:36:47.624440Z"},"content_sha256":"65297798f1c36265590cd060104c2b3bce1d04eaedf4a8a1904f042aa489a78a","schema_version":"1.0","event_id":"sha256:65297798f1c36265590cd060104c2b3bce1d04eaedf4a8a1904f042aa489a78a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/PVULGHDA3ORK4MTM25SSZQ7MHC/bundle.json","state_url":"https://pith.science/pith/PVULGHDA3ORK4MTM25SSZQ7MHC/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/PVULGHDA3ORK4MTM25SSZQ7MHC/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":"2026-08-09T11:36:47Z","links":{"resolver":"https://pith.science/pith/PVULGHDA3ORK4MTM25SSZQ7MHC","bundle":"https://pith.science/pith/PVULGHDA3ORK4MTM25SSZQ7MHC/bundle.json","state":"https://pith.science/pith/PVULGHDA3ORK4MTM25SSZQ7MHC/state.json","well_known_bundle":"https://pith.science/.well-known/pith/PVULGHDA3ORK4MTM25SSZQ7MHC/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:PVULGHDA3ORK4MTM25SSZQ7MHC","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":"9ab8a27fef04f9866b70926169d7deb3a605cebf5ece43de4052bc4d1c1eb5ca","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-30T10:51:46Z","title_canon_sha256":"f5115da96e9884d75910f8b28509ef5a4148159f11dbe66407384791d8f5e952"},"schema_version":"1.0","source":{"id":"2311.18451","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.18451","created_at":"2026-07-05T07:18:42Z"},{"alias_kind":"arxiv_version","alias_value":"2311.18451v1","created_at":"2026-07-05T07:18:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.18451","created_at":"2026-07-05T07:18:42Z"},{"alias_kind":"pith_short_12","alias_value":"PVULGHDA3ORK","created_at":"2026-07-05T07:18:42Z"},{"alias_kind":"pith_short_16","alias_value":"PVULGHDA3ORK4MTM","created_at":"2026-07-05T07:18:42Z"},{"alias_kind":"pith_short_8","alias_value":"PVULGHDA","created_at":"2026-07-05T07:18:42Z"}],"graph_snapshots":[{"event_id":"sha256:65297798f1c36265590cd060104c2b3bce1d04eaedf4a8a1904f042aa489a78a","target":"graph","created_at":"2026-07-05T07:18:42Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2311.18451/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Neural architecture search has proven to be a powerful approach to designing and refining neural networks, often boosting their performance and efficiency over manually-designed variations, but comes with computational overhead. While there has been a considerable amount of research focused on lowering the cost of NAS for mainstream tasks, such as image classification, a lot of those improvements stem from the fact that those tasks are well-studied in the broader context. Consequently, applicability of NAS to emerging and under-represented domains is still associated with a relatively high cos","authors_text":"Abhinav Mehrotra, Hongkai Wen, Hrushikesh Loya, Javier Fernandez-Marques, {\\L}ukasz Dudziak, Nicholas D. Lane, Royson Lee","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-30T10:51:46Z","title":"How Much Is Hidden in the NAS Benchmarks? Few-Shot Adaptation of a NAS Predictor"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.18451","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:f40f63ed37ac26ddeae16ed09fbf77711ea57c2ce10052fa046fa9e5bda8a692","target":"record","created_at":"2026-07-05T07:18:42Z","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":"9ab8a27fef04f9866b70926169d7deb3a605cebf5ece43de4052bc4d1c1eb5ca","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-30T10:51:46Z","title_canon_sha256":"f5115da96e9884d75910f8b28509ef5a4148159f11dbe66407384791d8f5e952"},"schema_version":"1.0","source":{"id":"2311.18451","kind":"arxiv","version":1}},"canonical_sha256":"7d68b31c60dba2ae326cd7652cc3ec38b3102971b83692b26fb4cd5c07ddee18","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7d68b31c60dba2ae326cd7652cc3ec38b3102971b83692b26fb4cd5c07ddee18","first_computed_at":"2026-07-05T07:18:42.535607Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:18:42.535607Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"MEjhfIdKFd8HNkN6Mz8oH4/RlYhlDswbC+9wrghn/ZwXOrfVAzx7DIpfRitZeikFu2GCrmn+GHqAWI9VyFszDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:18:42.535978Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.18451","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f40f63ed37ac26ddeae16ed09fbf77711ea57c2ce10052fa046fa9e5bda8a692","sha256:65297798f1c36265590cd060104c2b3bce1d04eaedf4a8a1904f042aa489a78a"],"state_sha256":"ed5d3c1f27566e857e2c025d5bed6cd6728658351d2514e7e352bfcffcc0a61f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3Bcsfblc7eQChhsIcaHJYn8smTSAb0xWQ//Hk4q/DdIJPXWkAysZxi/CY+sJDvihO0IqRWloLcKNixE33aMQDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T11:36:47.630087Z","bundle_sha256":"81b00890a543c73e4ec268431d09b1ac46b77ce7014c1f7dd27c42db54613699"}}