{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:2BXRHWH2L73Q6FNYDRS4X4G7ZK","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":"9f7b13551aaabf3289fc9864de2c9f49f1b1799de4439c6493e6e75b84ec16ab","cross_cats_sorted":["cs.CV","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-05-15T02:42:40Z","title_canon_sha256":"f042884bc075c9be7263902eefb565d1d77048bc1a7178178a3461edb8cccc8c"},"schema_version":"1.0","source":{"id":"1805.05532","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1805.05532","created_at":"2026-05-17T23:58:19Z"},{"alias_kind":"arxiv_version","alias_value":"1805.05532v4","created_at":"2026-05-17T23:58:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1805.05532","created_at":"2026-05-17T23:58:19Z"},{"alias_kind":"pith_short_12","alias_value":"2BXRHWH2L73Q","created_at":"2026-05-18T12:31:59Z"},{"alias_kind":"pith_short_16","alias_value":"2BXRHWH2L73Q6FNY","created_at":"2026-05-18T12:31:59Z"},{"alias_kind":"pith_short_8","alias_value":"2BXRHWH2","created_at":"2026-05-18T12:31:59Z"}],"graph_snapshots":[{"event_id":"sha256:30bdabc3d2033993f5e9a1709760d04c4f50534451dee215f27c34655b36e6d9","target":"graph","created_at":"2026-05-17T23:58:19Z","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"},"paper":{"abstract_excerpt":"Many recent works on knowledge distillation have provided ways to transfer the knowledge of a trained network for improving the learning process of a new one, but finding a good technique for knowledge distillation is still an open problem. In this paper, we provide a new perspective based on a decision boundary, which is one of the most important component of a classifier. The generalization performance of a classifier is closely related to the adequacy of its decision boundary, so a good classifier bears a good decision boundary. Therefore, transferring information closely related to the dec","authors_text":"Byeongho Heo, Jin Young Choi, Minsik Lee, Sangdoo Yun","cross_cats":["cs.CV","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-05-15T02:42:40Z","title":"Knowledge Distillation with Adversarial Samples Supporting Decision Boundary"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1805.05532","kind":"arxiv","version":4},"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":"sha256:1aeff9891108ec1c0552c4ac2cdb17030bde8a2d07f8b2d779dd64b5475fd4c1","target":"record","created_at":"2026-05-17T23:58:19Z","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":"9f7b13551aaabf3289fc9864de2c9f49f1b1799de4439c6493e6e75b84ec16ab","cross_cats_sorted":["cs.CV","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-05-15T02:42:40Z","title_canon_sha256":"f042884bc075c9be7263902eefb565d1d77048bc1a7178178a3461edb8cccc8c"},"schema_version":"1.0","source":{"id":"1805.05532","kind":"arxiv","version":4}},"canonical_sha256":"d06f13d8fa5ff70f15b81c65cbf0dfca97b63996f56089b825553d752cb9365e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d06f13d8fa5ff70f15b81c65cbf0dfca97b63996f56089b825553d752cb9365e","first_computed_at":"2026-05-17T23:58:19.287953Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:58:19.287953Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"AH6GB2egGWmXzvTGHKmPb7gJZehjh0+u1jWogha/RnwCHcMZlmstyf+PmQfqcpCQV2Glc1LMWADNrcFzv+p7AA==","signature_status":"signed_v1","signed_at":"2026-05-17T23:58:19.288485Z","signed_message":"canonical_sha256_bytes"},"source_id":"1805.05532","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1aeff9891108ec1c0552c4ac2cdb17030bde8a2d07f8b2d779dd64b5475fd4c1","sha256:30bdabc3d2033993f5e9a1709760d04c4f50534451dee215f27c34655b36e6d9"],"state_sha256":"d19748bf3d0443bbb7526321467d4d66264557d06460804125374fa336af6740"}