{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:3YRQFFN223Z55OT23BMIUKASTM","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":"4e2238eb02ec314a361b6840ee6048ca59016ad0ed40f527b7eb20849a622019","cross_cats_sorted":[],"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.CV","submitted_at":"2022-08-22T19:27:09Z","title_canon_sha256":"0a1b85b2858b72fd901efd744bf4c439b39ab29c398f54f9103ee568e2910270"},"schema_version":"1.0","source":{"id":"2208.10559","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2208.10559","created_at":"2026-07-05T04:50:36Z"},{"alias_kind":"arxiv_version","alias_value":"2208.10559v1","created_at":"2026-07-05T04:50:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2208.10559","created_at":"2026-07-05T04:50:36Z"},{"alias_kind":"pith_short_12","alias_value":"3YRQFFN223Z5","created_at":"2026-07-05T04:50:36Z"},{"alias_kind":"pith_short_16","alias_value":"3YRQFFN223Z55OT2","created_at":"2026-07-05T04:50:36Z"},{"alias_kind":"pith_short_8","alias_value":"3YRQFFN2","created_at":"2026-07-05T04:50:36Z"}],"graph_snapshots":[{"event_id":"sha256:8ead2897bbb268155f6b969e15f6bf93a849d347b326f3cb2c56b1d90abf4fa7","target":"graph","created_at":"2026-07-05T04:50:36Z","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/2208.10559/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The versatility to learn from a handful of samples is the hallmark of human intelligence. Few-shot learning is an endeavour to transcend this capability down to machines. Inspired by the promise and power of probabilistic deep learning, we propose a novel variational inference network for few-shot classification (coined as TRIDENT) to decouple the representation of an image into semantic and label latent variables, and simultaneously infer them in an intertwined fashion. To induce task-awareness, as part of the inference mechanics of TRIDENT, we exploit information across both query and suppor","authors_text":"Anuj Singh, Hadi Jamali-Rad","cross_cats":[],"headline":"","license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.CV","submitted_at":"2022-08-22T19:27:09Z","title":"Transductive Decoupled Variational Inference for Few-Shot Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2208.10559","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:a49590251f6fc0eec7c26f91c57ba75f050bd51b8e6306b72e9dfc88b7c9c411","target":"record","created_at":"2026-07-05T04:50:36Z","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":"4e2238eb02ec314a361b6840ee6048ca59016ad0ed40f527b7eb20849a622019","cross_cats_sorted":[],"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.CV","submitted_at":"2022-08-22T19:27:09Z","title_canon_sha256":"0a1b85b2858b72fd901efd744bf4c439b39ab29c398f54f9103ee568e2910270"},"schema_version":"1.0","source":{"id":"2208.10559","kind":"arxiv","version":1}},"canonical_sha256":"de230295bad6f3deba7ad8588a28129b236556c8b05987dcb3ad33de7bb64dfe","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"de230295bad6f3deba7ad8588a28129b236556c8b05987dcb3ad33de7bb64dfe","first_computed_at":"2026-07-05T04:50:36.831401Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:50:36.831401Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LyKwuHzC8k2QTCdE3RokT1FdrfR6fu2xX8Ezr6EigwlC7e+uIIB69oHAwJNaf3PFybsu1CD/sf4PMh6KYm9UDA==","signature_status":"signed_v1","signed_at":"2026-07-05T04:50:36.831866Z","signed_message":"canonical_sha256_bytes"},"source_id":"2208.10559","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a49590251f6fc0eec7c26f91c57ba75f050bd51b8e6306b72e9dfc88b7c9c411","sha256:8ead2897bbb268155f6b969e15f6bf93a849d347b326f3cb2c56b1d90abf4fa7"],"state_sha256":"9f8f3b4d905d8f3108d925d5074ab0de20dd417ad8cf7169fb57c6318d7fe055"}