{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:EL6KAMUSUMNZ5YFLO3HACADJQP","short_pith_number":"pith:EL6KAMUS","canonical_record":{"source":{"id":"2305.14890","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-05-24T08:38:44Z","cross_cats_sorted":[],"title_canon_sha256":"952d8de8befc4fd98611236e33226dd4b7cdbf54baa48ba03348ae7d65cd513d","abstract_canon_sha256":"6c724580b2a6459f734fde8fc71e9af5135d7ca571f5f0c227d37ec315a6a0c1"},"schema_version":"1.0"},"canonical_sha256":"22fca03292a31b9ee0ab76ce01006983e8fff01613f5e6372a3f12add7240b6d","source":{"kind":"arxiv","id":"2305.14890","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.14890","created_at":"2026-07-05T06:13:56Z"},{"alias_kind":"arxiv_version","alias_value":"2305.14890v2","created_at":"2026-07-05T06:13:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.14890","created_at":"2026-07-05T06:13:56Z"},{"alias_kind":"pith_short_12","alias_value":"EL6KAMUSUMNZ","created_at":"2026-07-05T06:13:56Z"},{"alias_kind":"pith_short_16","alias_value":"EL6KAMUSUMNZ5YFL","created_at":"2026-07-05T06:13:56Z"},{"alias_kind":"pith_short_8","alias_value":"EL6KAMUS","created_at":"2026-07-05T06:13:56Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:EL6KAMUSUMNZ5YFLO3HACADJQP","target":"record","payload":{"canonical_record":{"source":{"id":"2305.14890","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-05-24T08:38:44Z","cross_cats_sorted":[],"title_canon_sha256":"952d8de8befc4fd98611236e33226dd4b7cdbf54baa48ba03348ae7d65cd513d","abstract_canon_sha256":"6c724580b2a6459f734fde8fc71e9af5135d7ca571f5f0c227d37ec315a6a0c1"},"schema_version":"1.0"},"canonical_sha256":"22fca03292a31b9ee0ab76ce01006983e8fff01613f5e6372a3f12add7240b6d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:13:56.959493Z","signature_b64":"jzIJoStdyR1N14aHcBMww/7MCQDFVhfn00zwLUlLakA271NITGio2J2IlPSrouB+Lcmzs06S0/aoMR+BTggrBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"22fca03292a31b9ee0ab76ce01006983e8fff01613f5e6372a3f12add7240b6d","last_reissued_at":"2026-07-05T06:13:56.958985Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:13:56.958985Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2305.14890","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:13:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"S1Ixar3G/wOrEdMwHUGkvRAz19HoTUwVoCsVTFWNZCKJ1m0/xztDWskulHtbqpty80KH/X65ld3XnI2UEcx1Aw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T18:44:50.432309Z"},"content_sha256":"d2e639483244e8c80255e24d4df8c63e112e7b5f0334c88ac5291bfb5d0e7406","schema_version":"1.0","event_id":"sha256:d2e639483244e8c80255e24d4df8c63e112e7b5f0334c88ac5291bfb5d0e7406"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:EL6KAMUSUMNZ5YFLO3HACADJQP","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"HARD: Hard Augmentations for Robust Distillation","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Arne F. Nix, Fabian H. Sinz, Max F. Burg","submitted_at":"2023-05-24T08:38:44Z","abstract_excerpt":"Knowledge distillation (KD) is a simple and successful method to transfer knowledge from a teacher to a student model solely based on functional activity. However, current KD has a few shortcomings: it has recently been shown that this method is unsuitable to transfer simple inductive biases like shift equivariance, struggles to transfer out of domain generalization, and optimization time is magnitudes longer compared to default non-KD model training. To improve these aspects of KD, we propose Hard Augmentations for Robust Distillation (HARD), a generally applicable data augmentation framework"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.14890","kind":"arxiv","version":2},"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/2305.14890/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":"2026-07-05T06:13:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Uueq8ISW+r71UuYLylWpciCSuFIYKv3izm5UUbIDjZA3QKxivKqxjeWSqotEZY2n9rOXj2th97mxKQymnvayCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T18:44:50.433244Z"},"content_sha256":"9e7664a0057c71f84c1e2ca1cec1e0b4d0931a611b071d44c89190e4b3173754","schema_version":"1.0","event_id":"sha256:9e7664a0057c71f84c1e2ca1cec1e0b4d0931a611b071d44c89190e4b3173754"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/EL6KAMUSUMNZ5YFLO3HACADJQP/bundle.json","state_url":"https://pith.science/pith/EL6KAMUSUMNZ5YFLO3HACADJQP/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/EL6KAMUSUMNZ5YFLO3HACADJQP/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":"2026-08-04T18:44:50Z","links":{"resolver":"https://pith.science/pith/EL6KAMUSUMNZ5YFLO3HACADJQP","bundle":"https://pith.science/pith/EL6KAMUSUMNZ5YFLO3HACADJQP/bundle.json","state":"https://pith.science/pith/EL6KAMUSUMNZ5YFLO3HACADJQP/state.json","well_known_bundle":"https://pith.science/.well-known/pith/EL6KAMUSUMNZ5YFLO3HACADJQP/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:EL6KAMUSUMNZ5YFLO3HACADJQP","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":"6c724580b2a6459f734fde8fc71e9af5135d7ca571f5f0c227d37ec315a6a0c1","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-05-24T08:38:44Z","title_canon_sha256":"952d8de8befc4fd98611236e33226dd4b7cdbf54baa48ba03348ae7d65cd513d"},"schema_version":"1.0","source":{"id":"2305.14890","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.14890","created_at":"2026-07-05T06:13:56Z"},{"alias_kind":"arxiv_version","alias_value":"2305.14890v2","created_at":"2026-07-05T06:13:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.14890","created_at":"2026-07-05T06:13:56Z"},{"alias_kind":"pith_short_12","alias_value":"EL6KAMUSUMNZ","created_at":"2026-07-05T06:13:56Z"},{"alias_kind":"pith_short_16","alias_value":"EL6KAMUSUMNZ5YFL","created_at":"2026-07-05T06:13:56Z"},{"alias_kind":"pith_short_8","alias_value":"EL6KAMUS","created_at":"2026-07-05T06:13:56Z"}],"graph_snapshots":[{"event_id":"sha256:9e7664a0057c71f84c1e2ca1cec1e0b4d0931a611b071d44c89190e4b3173754","target":"graph","created_at":"2026-07-05T06:13:56Z","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/2305.14890/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Knowledge distillation (KD) is a simple and successful method to transfer knowledge from a teacher to a student model solely based on functional activity. However, current KD has a few shortcomings: it has recently been shown that this method is unsuitable to transfer simple inductive biases like shift equivariance, struggles to transfer out of domain generalization, and optimization time is magnitudes longer compared to default non-KD model training. To improve these aspects of KD, we propose Hard Augmentations for Robust Distillation (HARD), a generally applicable data augmentation framework","authors_text":"Arne F. Nix, Fabian H. Sinz, Max F. Burg","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-05-24T08:38:44Z","title":"HARD: Hard Augmentations for Robust Distillation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.14890","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:d2e639483244e8c80255e24d4df8c63e112e7b5f0334c88ac5291bfb5d0e7406","target":"record","created_at":"2026-07-05T06:13:56Z","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":"6c724580b2a6459f734fde8fc71e9af5135d7ca571f5f0c227d37ec315a6a0c1","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-05-24T08:38:44Z","title_canon_sha256":"952d8de8befc4fd98611236e33226dd4b7cdbf54baa48ba03348ae7d65cd513d"},"schema_version":"1.0","source":{"id":"2305.14890","kind":"arxiv","version":2}},"canonical_sha256":"22fca03292a31b9ee0ab76ce01006983e8fff01613f5e6372a3f12add7240b6d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"22fca03292a31b9ee0ab76ce01006983e8fff01613f5e6372a3f12add7240b6d","first_computed_at":"2026-07-05T06:13:56.958985Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:13:56.958985Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jzIJoStdyR1N14aHcBMww/7MCQDFVhfn00zwLUlLakA271NITGio2J2IlPSrouB+Lcmzs06S0/aoMR+BTggrBA==","signature_status":"signed_v1","signed_at":"2026-07-05T06:13:56.959493Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.14890","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d2e639483244e8c80255e24d4df8c63e112e7b5f0334c88ac5291bfb5d0e7406","sha256:9e7664a0057c71f84c1e2ca1cec1e0b4d0931a611b071d44c89190e4b3173754"],"state_sha256":"872d0ff5f7de5b22e767fb267d81eb1da96c3d89114fdc92d3e30056ae8f43fc"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"byuU6qzV722hz0cQzl6O+Qh/qcg+Pd/SBjrwTaIsxbyRlvHZ+w6b+v8SI5kkAgu6vhX3GdLcZis9lUq4SJsaCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T18:44:50.440639Z","bundle_sha256":"7af75c3f60d6bd3fcf01c0046887aace768c4fb1645958d54f66d08054f9530d"}}