{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:DMQ6HRMWZXD5K3WEHMJBJ5J4LP","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":"32fff7d4065e28ca72d7c2de7805ee9ccad971ef919e4e769b473452b9440062","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-05-31T18:38:06Z","title_canon_sha256":"a38c3c9c00e3f883e5eca0fe7bb4a52f10e103271e6a5ca8a08f2452b6b19945"},"schema_version":"1.0","source":{"id":"2206.00051","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2206.00051","created_at":"2026-07-05T06:15:13Z"},{"alias_kind":"arxiv_version","alias_value":"2206.00051v3","created_at":"2026-07-05T06:15:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2206.00051","created_at":"2026-07-05T06:15:13Z"},{"alias_kind":"pith_short_12","alias_value":"DMQ6HRMWZXD5","created_at":"2026-07-05T06:15:13Z"},{"alias_kind":"pith_short_16","alias_value":"DMQ6HRMWZXD5K3WE","created_at":"2026-07-05T06:15:13Z"},{"alias_kind":"pith_short_8","alias_value":"DMQ6HRMW","created_at":"2026-07-05T06:15:13Z"}],"graph_snapshots":[{"event_id":"sha256:da4205c1804bb1d4506b677c4fe82dd4707910a524592da7a5610cacec618bdc","target":"graph","created_at":"2026-07-05T06:15:13Z","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/2206.00051/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We introduce InstaAug, a method for automatically learning input-specific augmentations from data. Previous methods for learning augmentations have typically assumed independence between the original input and the transformation applied to that input. This can be highly restrictive, as the invariances we hope our augmentation will capture are themselves often highly input dependent. InstaAug instead introduces a learnable invariance module that maps from inputs to tailored transformation parameters, allowing local invariances to be captured. This can be simultaneously trained alongside the dow","authors_text":"Adam Foster, Emile Mathieu, Hyunjik Kim, Ning Miao, Tom Rainforth, Yann Dubois, Yee Whye Teh","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-05-31T18:38:06Z","title":"Learning Instance-Specific Augmentations by Capturing Local Invariances"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2206.00051","kind":"arxiv","version":3},"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:dc1659c689834757998e200b9a79cb93dee59fd8421f911a836f800d15b5a7d3","target":"record","created_at":"2026-07-05T06:15:13Z","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":"32fff7d4065e28ca72d7c2de7805ee9ccad971ef919e4e769b473452b9440062","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-05-31T18:38:06Z","title_canon_sha256":"a38c3c9c00e3f883e5eca0fe7bb4a52f10e103271e6a5ca8a08f2452b6b19945"},"schema_version":"1.0","source":{"id":"2206.00051","kind":"arxiv","version":3}},"canonical_sha256":"1b21e3c596cdc7d56ec43b1214f53c5bf6b9764fec9cd0baf28f98f11b84b3d2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1b21e3c596cdc7d56ec43b1214f53c5bf6b9764fec9cd0baf28f98f11b84b3d2","first_computed_at":"2026-07-05T06:15:13.339354Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:15:13.339354Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"rBNG/M73u5WFGUSbxa5chtTgAEnmL5jwKKcaPme6wk8yhOl8zHv9vdBz+NMivBoxL/f/Ow2ZfgCC+tgEF6fVDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:15:13.339862Z","signed_message":"canonical_sha256_bytes"},"source_id":"2206.00051","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:dc1659c689834757998e200b9a79cb93dee59fd8421f911a836f800d15b5a7d3","sha256:da4205c1804bb1d4506b677c4fe82dd4707910a524592da7a5610cacec618bdc"],"state_sha256":"8e078e36b9b7a957952b79df248c999f3afe4a0c648bdcfa6eda086735eabced"}