{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:Q56DN2PQRGON2R3JN7F4X4HUBN","short_pith_number":"pith:Q56DN2PQ","canonical_record":{"source":{"id":"2403.05297","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-03-08T13:24:46Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"600084bff2d31f3cce6457e3a54702ca560d71d2769c8644bb6546035c7b59da","abstract_canon_sha256":"d24fbaab21c34ad83bdfa688785f5b1f23b6fc680e276402a0a9d2995c0acee9"},"schema_version":"1.0"},"canonical_sha256":"877c36e9f0899cdd47696fcbcbf0f40b6e6b8c3bb07babd252eecacdbf6afc49","source":{"kind":"arxiv","id":"2403.05297","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.05297","created_at":"2026-07-05T08:07:34Z"},{"alias_kind":"arxiv_version","alias_value":"2403.05297v3","created_at":"2026-07-05T08:07:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.05297","created_at":"2026-07-05T08:07:34Z"},{"alias_kind":"pith_short_12","alias_value":"Q56DN2PQRGON","created_at":"2026-07-05T08:07:34Z"},{"alias_kind":"pith_short_16","alias_value":"Q56DN2PQRGON2R3J","created_at":"2026-07-05T08:07:34Z"},{"alias_kind":"pith_short_8","alias_value":"Q56DN2PQ","created_at":"2026-07-05T08:07:34Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:Q56DN2PQRGON2R3JN7F4X4HUBN","target":"record","payload":{"canonical_record":{"source":{"id":"2403.05297","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-03-08T13:24:46Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"600084bff2d31f3cce6457e3a54702ca560d71d2769c8644bb6546035c7b59da","abstract_canon_sha256":"d24fbaab21c34ad83bdfa688785f5b1f23b6fc680e276402a0a9d2995c0acee9"},"schema_version":"1.0"},"canonical_sha256":"877c36e9f0899cdd47696fcbcbf0f40b6e6b8c3bb07babd252eecacdbf6afc49","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:07:34.316687Z","signature_b64":"QPt6vxglH0ykuaWUKLMVbUKm/SfNfXu7rQcvO+vXYI1YCFidrcDv2m0ONNFqhyZR45eU5QF2DtFJgQ8Af8v7AA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"877c36e9f0899cdd47696fcbcbf0f40b6e6b8c3bb07babd252eecacdbf6afc49","last_reissued_at":"2026-07-05T08:07:34.316207Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:07:34.316207Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2403.05297","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:07:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"gzXe+0syMmxFwzTNrYjKRazrPm0LNqFWMoyeLw/euk3cBjP2TMXAlu0Pqtih0r55gyB5H3hlqV/EeTk4do3XBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T19:45:17.596557Z"},"content_sha256":"2fa3a00fcef32f05b2f5d267dd8c4916592a15201372f77393b6293e9e789dda","schema_version":"1.0","event_id":"sha256:2fa3a00fcef32f05b2f5d267dd8c4916592a15201372f77393b6293e9e789dda"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:Q56DN2PQRGON2R3JN7F4X4HUBN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"PEEB: Part-based Image Classifiers with an Explainable and Editable Language Bottleneck","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.CL"],"primary_cat":"cs.CV","authors_text":"Anh Totti Nguyen, Peijie Chen, Seunghyun Yoon, Thang M. Pham, Tin Nguyen, Trung Bui","submitted_at":"2024-03-08T13:24:46Z","abstract_excerpt":"CLIP-based classifiers rely on the prompt containing a {class name} that is known to the text encoder. Therefore, they perform poorly on new classes or the classes whose names rarely appear on the Internet (e.g., scientific names of birds). For fine-grained classification, we propose PEEB - an explainable and editable classifier to (1) express the class name into a set of text descriptors that describe the visual parts of that class; and (2) match the embeddings of the detected parts to their textual descriptors in each class to compute a logit score for classification. In a zero-shot setting "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.05297","kind":"arxiv","version":3},"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/2403.05297/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":"2026-07-05T08:07:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ZeZH24MmGQ6sS/WS4Gx6DIYZKqsBCWD9lUBYmNocDABNBAjGEieCclo8USvRJgSfGvr5Q5ipsw8hxUYit2bSDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T19:45:17.597099Z"},"content_sha256":"1f0b3c8513e890f8a09b54eb927f464628667a1bfc2274abed7b809ea46815bd","schema_version":"1.0","event_id":"sha256:1f0b3c8513e890f8a09b54eb927f464628667a1bfc2274abed7b809ea46815bd"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/Q56DN2PQRGON2R3JN7F4X4HUBN/bundle.json","state_url":"https://pith.science/pith/Q56DN2PQRGON2R3JN7F4X4HUBN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/Q56DN2PQRGON2R3JN7F4X4HUBN/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":"2026-08-08T19:45:17Z","links":{"resolver":"https://pith.science/pith/Q56DN2PQRGON2R3JN7F4X4HUBN","bundle":"https://pith.science/pith/Q56DN2PQRGON2R3JN7F4X4HUBN/bundle.json","state":"https://pith.science/pith/Q56DN2PQRGON2R3JN7F4X4HUBN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/Q56DN2PQRGON2R3JN7F4X4HUBN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:Q56DN2PQRGON2R3JN7F4X4HUBN","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":"d24fbaab21c34ad83bdfa688785f5b1f23b6fc680e276402a0a9d2995c0acee9","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-03-08T13:24:46Z","title_canon_sha256":"600084bff2d31f3cce6457e3a54702ca560d71d2769c8644bb6546035c7b59da"},"schema_version":"1.0","source":{"id":"2403.05297","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.05297","created_at":"2026-07-05T08:07:34Z"},{"alias_kind":"arxiv_version","alias_value":"2403.05297v3","created_at":"2026-07-05T08:07:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.05297","created_at":"2026-07-05T08:07:34Z"},{"alias_kind":"pith_short_12","alias_value":"Q56DN2PQRGON","created_at":"2026-07-05T08:07:34Z"},{"alias_kind":"pith_short_16","alias_value":"Q56DN2PQRGON2R3J","created_at":"2026-07-05T08:07:34Z"},{"alias_kind":"pith_short_8","alias_value":"Q56DN2PQ","created_at":"2026-07-05T08:07:34Z"}],"graph_snapshots":[{"event_id":"sha256:1f0b3c8513e890f8a09b54eb927f464628667a1bfc2274abed7b809ea46815bd","target":"graph","created_at":"2026-07-05T08:07:34Z","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/2403.05297/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"CLIP-based classifiers rely on the prompt containing a {class name} that is known to the text encoder. Therefore, they perform poorly on new classes or the classes whose names rarely appear on the Internet (e.g., scientific names of birds). For fine-grained classification, we propose PEEB - an explainable and editable classifier to (1) express the class name into a set of text descriptors that describe the visual parts of that class; and (2) match the embeddings of the detected parts to their textual descriptors in each class to compute a logit score for classification. In a zero-shot setting ","authors_text":"Anh Totti Nguyen, Peijie Chen, Seunghyun Yoon, Thang M. Pham, Tin Nguyen, Trung Bui","cross_cats":["cs.AI","cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-03-08T13:24:46Z","title":"PEEB: Part-based Image Classifiers with an Explainable and Editable Language Bottleneck"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.05297","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":"sha256:2fa3a00fcef32f05b2f5d267dd8c4916592a15201372f77393b6293e9e789dda","target":"record","created_at":"2026-07-05T08:07:34Z","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":"d24fbaab21c34ad83bdfa688785f5b1f23b6fc680e276402a0a9d2995c0acee9","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-03-08T13:24:46Z","title_canon_sha256":"600084bff2d31f3cce6457e3a54702ca560d71d2769c8644bb6546035c7b59da"},"schema_version":"1.0","source":{"id":"2403.05297","kind":"arxiv","version":3}},"canonical_sha256":"877c36e9f0899cdd47696fcbcbf0f40b6e6b8c3bb07babd252eecacdbf6afc49","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"877c36e9f0899cdd47696fcbcbf0f40b6e6b8c3bb07babd252eecacdbf6afc49","first_computed_at":"2026-07-05T08:07:34.316207Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:07:34.316207Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QPt6vxglH0ykuaWUKLMVbUKm/SfNfXu7rQcvO+vXYI1YCFidrcDv2m0ONNFqhyZR45eU5QF2DtFJgQ8Af8v7AA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:07:34.316687Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.05297","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2fa3a00fcef32f05b2f5d267dd8c4916592a15201372f77393b6293e9e789dda","sha256:1f0b3c8513e890f8a09b54eb927f464628667a1bfc2274abed7b809ea46815bd"],"state_sha256":"fd2c8a160a0044d9329fd9a2b2c295ec94e6cac626bbc959aaffb229e5d25f75"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Dj7Zk1743bqh3NvuWUaQxbIft6MTqqboK+3TbQh7sD0+RgbWfDJBA3Cjpng60hwRIpfsEgM7uU+YZ4v6Q+GyCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T19:45:17.603106Z","bundle_sha256":"6d38c7e5589d3e0efc921bb8c1e3aeb0ee3c4e554b8a68775c23ba1f0e84889a"}}