{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:JEO5FENFFVFVLP3S3LS3BBV5YW","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":"489c0c279e0c0e7ef3a81086d7bb5087c0295cb980b36f2048737b4b288dab18","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-06-25T20:10:00Z","title_canon_sha256":"3708eebb2b9e6a9a5fc9fb125ff99d314bc8d438ae7833afdd5d7a70478841a7"},"schema_version":"1.0","source":{"id":"2106.13870","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2106.13870","created_at":"2026-07-05T05:54:26Z"},{"alias_kind":"arxiv_version","alias_value":"2106.13870v2","created_at":"2026-07-05T05:54:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2106.13870","created_at":"2026-07-05T05:54:26Z"},{"alias_kind":"pith_short_12","alias_value":"JEO5FENFFVFV","created_at":"2026-07-05T05:54:26Z"},{"alias_kind":"pith_short_16","alias_value":"JEO5FENFFVFVLP3S","created_at":"2026-07-05T05:54:26Z"},{"alias_kind":"pith_short_8","alias_value":"JEO5FENF","created_at":"2026-07-05T05:54:26Z"}],"graph_snapshots":[{"event_id":"sha256:9515ee00444336210f4046d426475029b753b937ab9ed8b319d0d126e6c271ca","target":"graph","created_at":"2026-07-05T05:54:26Z","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/2106.13870/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We propose a method to estimate the uncertainty of the outcome of an image classifier on a given input datum. Deep neural networks commonly used for image classification are deterministic maps from an input image to an output class. As such, their outcome on a given datum involves no uncertainty, so we must specify what variability we are referring to when defining, measuring and interpreting uncertainty, and attributing \"confidence\" to the outcome. To this end, we introduce the Wellington Posterior, which is the distribution of outcomes that would have been obtained in response to data that c","authors_text":"Aditya Golatkar, Stefano Soatto, Stephanie Tsuei","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-06-25T20:10:00Z","title":"Scene Uncertainty and the Wellington Posterior of Deterministic Image Classifiers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2106.13870","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":"sha256:960ff636d8a4a719a0c02f60f6cdf3b7a0a67291da448f6d60f9e618e421296c","target":"record","created_at":"2026-07-05T05:54:26Z","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":"489c0c279e0c0e7ef3a81086d7bb5087c0295cb980b36f2048737b4b288dab18","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-06-25T20:10:00Z","title_canon_sha256":"3708eebb2b9e6a9a5fc9fb125ff99d314bc8d438ae7833afdd5d7a70478841a7"},"schema_version":"1.0","source":{"id":"2106.13870","kind":"arxiv","version":2}},"canonical_sha256":"491dd291a52d4b55bf72dae5b086bdc58cbb350a320bc08a9244b01b17c7b875","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"491dd291a52d4b55bf72dae5b086bdc58cbb350a320bc08a9244b01b17c7b875","first_computed_at":"2026-07-05T05:54:26.165424Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:54:26.165424Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"nznvqKMcTIwSSDuF+OkHVtH1xrRCkr0n1OjDlOx81tY9aAwTzpsrjU5V8Jhi5jcvtq84e7AagAX3kFdE62ZYCg==","signature_status":"signed_v1","signed_at":"2026-07-05T05:54:26.165992Z","signed_message":"canonical_sha256_bytes"},"source_id":"2106.13870","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:960ff636d8a4a719a0c02f60f6cdf3b7a0a67291da448f6d60f9e618e421296c","sha256:9515ee00444336210f4046d426475029b753b937ab9ed8b319d0d126e6c271ca"],"state_sha256":"bfbabdd604c189c0763ae84357dc6d44178dc692567a768c88afe4bef9c7bf15"}