{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:KPFXE7MEHW333ENORIHSHJ2XLC","short_pith_number":"pith:KPFXE7ME","canonical_record":{"source":{"id":"2302.11893","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-23T09:57:48Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"9e85d4c6a82659269a8672b0acfad3bc3a677e81ff41691ac02d16f7baa7f7a9","abstract_canon_sha256":"6be07868cb63083545090593448d6d6d81aa5dd48c8f4663f41dac6a67afd573"},"schema_version":"1.0"},"canonical_sha256":"53cb727d843db7bd91ae8a0f23a7575888110b0808fbdb399ebeabcd7bfe24c7","source":{"kind":"arxiv","id":"2302.11893","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.11893","created_at":"2026-07-05T05:44:57Z"},{"alias_kind":"arxiv_version","alias_value":"2302.11893v1","created_at":"2026-07-05T05:44:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.11893","created_at":"2026-07-05T05:44:57Z"},{"alias_kind":"pith_short_12","alias_value":"KPFXE7MEHW33","created_at":"2026-07-05T05:44:57Z"},{"alias_kind":"pith_short_16","alias_value":"KPFXE7MEHW333ENO","created_at":"2026-07-05T05:44:57Z"},{"alias_kind":"pith_short_8","alias_value":"KPFXE7ME","created_at":"2026-07-05T05:44:57Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:KPFXE7MEHW333ENORIHSHJ2XLC","target":"record","payload":{"canonical_record":{"source":{"id":"2302.11893","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-23T09:57:48Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"9e85d4c6a82659269a8672b0acfad3bc3a677e81ff41691ac02d16f7baa7f7a9","abstract_canon_sha256":"6be07868cb63083545090593448d6d6d81aa5dd48c8f4663f41dac6a67afd573"},"schema_version":"1.0"},"canonical_sha256":"53cb727d843db7bd91ae8a0f23a7575888110b0808fbdb399ebeabcd7bfe24c7","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:44:57.692380Z","signature_b64":"7plhjybUx7CQVU1s+wX0Zp/yc6vGgTmlPXkEX7DnhnQba9gBQGGJfWMFqJWdTp0HHtX/i0cJf6bYQv+NMPBNBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"53cb727d843db7bd91ae8a0f23a7575888110b0808fbdb399ebeabcd7bfe24c7","last_reissued_at":"2026-07-05T05:44:57.691988Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:44:57.691988Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2302.11893","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":"2026-07-05T05:44:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mE/WvsWr+8RiszutZskAFddBHLx1URb2KlYTOebmc47iKXU3mpMLWqlJhKxfggYptknWB8KRVuoRVKhtIiUxBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T05:29:14.262504Z"},"content_sha256":"612d5349e65f4ff120f68e79e02b6ac773f7e8ba9632630de8fc877a7a76e563","schema_version":"1.0","event_id":"sha256:612d5349e65f4ff120f68e79e02b6ac773f7e8ba9632630de8fc877a7a76e563"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:KPFXE7MEHW333ENORIHSHJ2XLC","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A framework for benchmarking class-out-of-distribution detection and its application to ImageNet","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.CV"],"primary_cat":"cs.LG","authors_text":"Ido Galil, Mohammed Dabbah, Ran El-Yaniv","submitted_at":"2023-02-23T09:57:48Z","abstract_excerpt":"When deployed for risk-sensitive tasks, deep neural networks must be able to detect instances with labels from outside the distribution for which they were trained. In this paper we present a novel framework to benchmark the ability of image classifiers to detect class-out-of-distribution instances (i.e., instances whose true labels do not appear in the training distribution) at various levels of detection difficulty. We apply this technique to ImageNet, and benchmark 525 pretrained, publicly available, ImageNet-1k classifiers. The code for generating a benchmark for any ImageNet-1k classifier"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.11893","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/2302.11893/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":"2026-07-05T05:44:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"b3YmpV/kLS08lTFpONimiDr84gseNWNnt3X/ShBBZHcQfzN8gmKklDOsB3x9oGN2QZBnQzfOgxh3Tm7ydy5DAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T05:29:14.263064Z"},"content_sha256":"820c2e06cd450efea2415530e0a7f8f7faa7fc2d37ad253faee1ec3c229eade1","schema_version":"1.0","event_id":"sha256:820c2e06cd450efea2415530e0a7f8f7faa7fc2d37ad253faee1ec3c229eade1"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/KPFXE7MEHW333ENORIHSHJ2XLC/bundle.json","state_url":"https://pith.science/pith/KPFXE7MEHW333ENORIHSHJ2XLC/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/KPFXE7MEHW333ENORIHSHJ2XLC/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":"2026-08-13T05:29:14Z","links":{"resolver":"https://pith.science/pith/KPFXE7MEHW333ENORIHSHJ2XLC","bundle":"https://pith.science/pith/KPFXE7MEHW333ENORIHSHJ2XLC/bundle.json","state":"https://pith.science/pith/KPFXE7MEHW333ENORIHSHJ2XLC/state.json","well_known_bundle":"https://pith.science/.well-known/pith/KPFXE7MEHW333ENORIHSHJ2XLC/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:KPFXE7MEHW333ENORIHSHJ2XLC","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":"6be07868cb63083545090593448d6d6d81aa5dd48c8f4663f41dac6a67afd573","cross_cats_sorted":["cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-23T09:57:48Z","title_canon_sha256":"9e85d4c6a82659269a8672b0acfad3bc3a677e81ff41691ac02d16f7baa7f7a9"},"schema_version":"1.0","source":{"id":"2302.11893","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.11893","created_at":"2026-07-05T05:44:57Z"},{"alias_kind":"arxiv_version","alias_value":"2302.11893v1","created_at":"2026-07-05T05:44:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.11893","created_at":"2026-07-05T05:44:57Z"},{"alias_kind":"pith_short_12","alias_value":"KPFXE7MEHW33","created_at":"2026-07-05T05:44:57Z"},{"alias_kind":"pith_short_16","alias_value":"KPFXE7MEHW333ENO","created_at":"2026-07-05T05:44:57Z"},{"alias_kind":"pith_short_8","alias_value":"KPFXE7ME","created_at":"2026-07-05T05:44:57Z"}],"graph_snapshots":[{"event_id":"sha256:820c2e06cd450efea2415530e0a7f8f7faa7fc2d37ad253faee1ec3c229eade1","target":"graph","created_at":"2026-07-05T05:44:57Z","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/2302.11893/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"When deployed for risk-sensitive tasks, deep neural networks must be able to detect instances with labels from outside the distribution for which they were trained. In this paper we present a novel framework to benchmark the ability of image classifiers to detect class-out-of-distribution instances (i.e., instances whose true labels do not appear in the training distribution) at various levels of detection difficulty. We apply this technique to ImageNet, and benchmark 525 pretrained, publicly available, ImageNet-1k classifiers. The code for generating a benchmark for any ImageNet-1k classifier","authors_text":"Ido Galil, Mohammed Dabbah, Ran El-Yaniv","cross_cats":["cs.CV"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-23T09:57:48Z","title":"A framework for benchmarking class-out-of-distribution detection and its application to ImageNet"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.11893","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":"sha256:612d5349e65f4ff120f68e79e02b6ac773f7e8ba9632630de8fc877a7a76e563","target":"record","created_at":"2026-07-05T05:44:57Z","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":"6be07868cb63083545090593448d6d6d81aa5dd48c8f4663f41dac6a67afd573","cross_cats_sorted":["cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-23T09:57:48Z","title_canon_sha256":"9e85d4c6a82659269a8672b0acfad3bc3a677e81ff41691ac02d16f7baa7f7a9"},"schema_version":"1.0","source":{"id":"2302.11893","kind":"arxiv","version":1}},"canonical_sha256":"53cb727d843db7bd91ae8a0f23a7575888110b0808fbdb399ebeabcd7bfe24c7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"53cb727d843db7bd91ae8a0f23a7575888110b0808fbdb399ebeabcd7bfe24c7","first_computed_at":"2026-07-05T05:44:57.691988Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:44:57.691988Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"7plhjybUx7CQVU1s+wX0Zp/yc6vGgTmlPXkEX7DnhnQba9gBQGGJfWMFqJWdTp0HHtX/i0cJf6bYQv+NMPBNBA==","signature_status":"signed_v1","signed_at":"2026-07-05T05:44:57.692380Z","signed_message":"canonical_sha256_bytes"},"source_id":"2302.11893","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:612d5349e65f4ff120f68e79e02b6ac773f7e8ba9632630de8fc877a7a76e563","sha256:820c2e06cd450efea2415530e0a7f8f7faa7fc2d37ad253faee1ec3c229eade1"],"state_sha256":"f99c9c056aa47514c32e831729f7421f0668a974f8164901a13c8e335cace6f8"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"WLXS27kBHBgpIspc6P6Q44P++3o50cnBdecWgWRduFzNqmz1oF8nH8lxU3MBn81rOlC1tJMHg2SSoLkM7wRuDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T05:29:14.270835Z","bundle_sha256":"d2d5b65bd3de4938efbbf59fef9eb854c9c94bcdbbfecd284c7ca4bc97561a75"}}