{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:LZIZ6HUDTHBFRYPEHPEQ5U75DM","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":"c285f83a8c0067c0ece7683d95999711830c0bc6eaec71c9b6892864cd05505e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-01T19:46:40Z","title_canon_sha256":"ece1dcc71e49b01764966dd08489f99e84da8f31ace5a22d2ce2d0359e2aa0e6"},"schema_version":"1.0","source":{"id":"2311.00808","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.00808","created_at":"2026-07-05T07:08:15Z"},{"alias_kind":"arxiv_version","alias_value":"2311.00808v1","created_at":"2026-07-05T07:08:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.00808","created_at":"2026-07-05T07:08:15Z"},{"alias_kind":"pith_short_12","alias_value":"LZIZ6HUDTHBF","created_at":"2026-07-05T07:08:15Z"},{"alias_kind":"pith_short_16","alias_value":"LZIZ6HUDTHBFRYPE","created_at":"2026-07-05T07:08:15Z"},{"alias_kind":"pith_short_8","alias_value":"LZIZ6HUD","created_at":"2026-07-05T07:08:15Z"}],"graph_snapshots":[{"event_id":"sha256:6202ed96e359454abb71eb4da717a38cfe8c66f532052c787ddf42db09251f93","target":"graph","created_at":"2026-07-05T07:08:15Z","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/2311.00808/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"While deep learning models have seen widespread success in controlled environments, there are still barriers to their adoption in open-world settings. One critical task for safe deployment is the detection of anomalous or out-of-distribution samples that may require human intervention. In this work, we present a novel loss function and recipe for training networks with improved density-based out-of-distribution sensitivity. We demonstrate the effectiveness of our method on CIFAR-10, notably reducing the false-positive rate of the relative Mahalanobis distance method on far-OOD tasks by over 50","authors_text":"Connor Mclaughlin, Jason Matterer, Michael Yee","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-01T19:46:40Z","title":"Mahalanobis-Aware Training for Out-of-Distribution Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.00808","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":"sha256:2615477b8ce9aa8437ae356ae759105a8259ad4ad302c97e1d249242f1a8daac","target":"record","created_at":"2026-07-05T07:08:15Z","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":"c285f83a8c0067c0ece7683d95999711830c0bc6eaec71c9b6892864cd05505e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-01T19:46:40Z","title_canon_sha256":"ece1dcc71e49b01764966dd08489f99e84da8f31ace5a22d2ce2d0359e2aa0e6"},"schema_version":"1.0","source":{"id":"2311.00808","kind":"arxiv","version":1}},"canonical_sha256":"5e519f1e8399c258e1e43bc90ed3fd1b0caa5e0bf90382a168b6db14032adcbb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5e519f1e8399c258e1e43bc90ed3fd1b0caa5e0bf90382a168b6db14032adcbb","first_computed_at":"2026-07-05T07:08:15.858216Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:08:15.858216Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ReUh+Zr8qobJJ30bDIRZsIculqeWZ9jDp2t/oEjrZr+gmwvYKnh8aUN5RGqDU6BKmis6u3ot/u2x0NZ8NMJHBw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:08:15.858625Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.00808","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2615477b8ce9aa8437ae356ae759105a8259ad4ad302c97e1d249242f1a8daac","sha256:6202ed96e359454abb71eb4da717a38cfe8c66f532052c787ddf42db09251f93"],"state_sha256":"e16d7eb23ae4faf88acfd5bcc8fe5352871ea6067c4b5a6168c7e672adc4b713"}