{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:WMW3INXO5AEJK7H6NRJIEZPV7Q","short_pith_number":"pith:WMW3INXO","canonical_record":{"source":{"id":"2412.11017","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-15T02:10:18Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"44b5bebe9d7253822cb434191da8dd0412d7cecc4290f86c04d18d0095f2fed1","abstract_canon_sha256":"4eacebcd35f24ae1961da011bc14420aa5670c6ab7494e6791dfeaa70b3f9da0"},"schema_version":"1.0"},"canonical_sha256":"b32db436eee808957cfe6c528265f5fc25b045fbe03f36e4c86137b3f9c51706","source":{"kind":"arxiv","id":"2412.11017","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.11017","created_at":"2026-07-05T09:50:37Z"},{"alias_kind":"arxiv_version","alias_value":"2412.11017v2","created_at":"2026-07-05T09:50:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.11017","created_at":"2026-07-05T09:50:37Z"},{"alias_kind":"pith_short_12","alias_value":"WMW3INXO5AEJ","created_at":"2026-07-05T09:50:37Z"},{"alias_kind":"pith_short_16","alias_value":"WMW3INXO5AEJK7H6","created_at":"2026-07-05T09:50:37Z"},{"alias_kind":"pith_short_8","alias_value":"WMW3INXO","created_at":"2026-07-05T09:50:37Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:WMW3INXO5AEJK7H6NRJIEZPV7Q","target":"record","payload":{"canonical_record":{"source":{"id":"2412.11017","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-15T02:10:18Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"44b5bebe9d7253822cb434191da8dd0412d7cecc4290f86c04d18d0095f2fed1","abstract_canon_sha256":"4eacebcd35f24ae1961da011bc14420aa5670c6ab7494e6791dfeaa70b3f9da0"},"schema_version":"1.0"},"canonical_sha256":"b32db436eee808957cfe6c528265f5fc25b045fbe03f36e4c86137b3f9c51706","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:50:37.212299Z","signature_b64":"uYCqPjXmNvcgEfXfENHeXj1/IRrHn4dV7IkjiJSrbwHR8EKB7GMb6jWMRh6kApfNSiRzebZ9syyeXUAxDCi+DA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b32db436eee808957cfe6c528265f5fc25b045fbe03f36e4c86137b3f9c51706","last_reissued_at":"2026-07-05T09:50:37.209798Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:50:37.209798Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.11017","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":"2026-07-05T09:50:37Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3VyeFDh4EUXWRv2Cfc0l6EsuahFizzhCVpCscx9zz+lGbdGsuAFjLzafNKaiRIMm+NYYUO+lR8KXxIok/EDhAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T22:09:59.121724Z"},"content_sha256":"625e75b904bd6a5b510d845af449b6846a1a8435295fc67e37e8f644b6843d87","schema_version":"1.0","event_id":"sha256:625e75b904bd6a5b510d845af449b6846a1a8435295fc67e37e8f644b6843d87"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:WMW3INXO5AEJK7H6NRJIEZPV7Q","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CV"],"primary_cat":"cs.LG","authors_text":"Hui Xue, Pengfei Fang, Yongchun Qin","submitted_at":"2024-12-15T02:10:18Z","abstract_excerpt":"Few-shot Class-Incremental Learning (FSCIL) addresses the challenges of evolving data distributions and the difficulty of data acquisition in real-world scenarios. To counteract the catastrophic forgetting typically encountered in FSCIL, knowledge distillation is employed as a way to maintain the knowledge from learned data distribution. Recognizing the limitations of generating discriminative feature representations in a few-shot context, our approach incorporates structural information between samples into knowledge distillation. This structural information serves as a remedy for the low qua"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.11017","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/2412.11017/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":"2026-07-05T09:50:37Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0dRvmZ6Vlu+5yqk8sL1Wcmm35IfEZ4rNW3PenJSnoiarPsTiSjqcTUS3k7Eb7ToBCzIVrLBHp2T4c+MjZFMeBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T22:09:59.122323Z"},"content_sha256":"a3acfd48806f55c260edb03f7c73d8fd70905c2059cf93822392bb90be585909","schema_version":"1.0","event_id":"sha256:a3acfd48806f55c260edb03f7c73d8fd70905c2059cf93822392bb90be585909"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/WMW3INXO5AEJK7H6NRJIEZPV7Q/bundle.json","state_url":"https://pith.science/pith/WMW3INXO5AEJK7H6NRJIEZPV7Q/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/WMW3INXO5AEJK7H6NRJIEZPV7Q/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":"2026-08-09T22:09:59Z","links":{"resolver":"https://pith.science/pith/WMW3INXO5AEJK7H6NRJIEZPV7Q","bundle":"https://pith.science/pith/WMW3INXO5AEJK7H6NRJIEZPV7Q/bundle.json","state":"https://pith.science/pith/WMW3INXO5AEJK7H6NRJIEZPV7Q/state.json","well_known_bundle":"https://pith.science/.well-known/pith/WMW3INXO5AEJK7H6NRJIEZPV7Q/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:WMW3INXO5AEJK7H6NRJIEZPV7Q","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":"4eacebcd35f24ae1961da011bc14420aa5670c6ab7494e6791dfeaa70b3f9da0","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-15T02:10:18Z","title_canon_sha256":"44b5bebe9d7253822cb434191da8dd0412d7cecc4290f86c04d18d0095f2fed1"},"schema_version":"1.0","source":{"id":"2412.11017","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.11017","created_at":"2026-07-05T09:50:37Z"},{"alias_kind":"arxiv_version","alias_value":"2412.11017v2","created_at":"2026-07-05T09:50:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.11017","created_at":"2026-07-05T09:50:37Z"},{"alias_kind":"pith_short_12","alias_value":"WMW3INXO5AEJ","created_at":"2026-07-05T09:50:37Z"},{"alias_kind":"pith_short_16","alias_value":"WMW3INXO5AEJK7H6","created_at":"2026-07-05T09:50:37Z"},{"alias_kind":"pith_short_8","alias_value":"WMW3INXO","created_at":"2026-07-05T09:50:37Z"}],"graph_snapshots":[{"event_id":"sha256:a3acfd48806f55c260edb03f7c73d8fd70905c2059cf93822392bb90be585909","target":"graph","created_at":"2026-07-05T09:50:37Z","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/2412.11017/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Few-shot Class-Incremental Learning (FSCIL) addresses the challenges of evolving data distributions and the difficulty of data acquisition in real-world scenarios. To counteract the catastrophic forgetting typically encountered in FSCIL, knowledge distillation is employed as a way to maintain the knowledge from learned data distribution. Recognizing the limitations of generating discriminative feature representations in a few-shot context, our approach incorporates structural information between samples into knowledge distillation. This structural information serves as a remedy for the low qua","authors_text":"Hui Xue, Pengfei Fang, Yongchun Qin","cross_cats":["cs.CV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-15T02:10:18Z","title":"On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.11017","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":"sha256:625e75b904bd6a5b510d845af449b6846a1a8435295fc67e37e8f644b6843d87","target":"record","created_at":"2026-07-05T09:50:37Z","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":"4eacebcd35f24ae1961da011bc14420aa5670c6ab7494e6791dfeaa70b3f9da0","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-15T02:10:18Z","title_canon_sha256":"44b5bebe9d7253822cb434191da8dd0412d7cecc4290f86c04d18d0095f2fed1"},"schema_version":"1.0","source":{"id":"2412.11017","kind":"arxiv","version":2}},"canonical_sha256":"b32db436eee808957cfe6c528265f5fc25b045fbe03f36e4c86137b3f9c51706","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b32db436eee808957cfe6c528265f5fc25b045fbe03f36e4c86137b3f9c51706","first_computed_at":"2026-07-05T09:50:37.209798Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:50:37.209798Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"uYCqPjXmNvcgEfXfENHeXj1/IRrHn4dV7IkjiJSrbwHR8EKB7GMb6jWMRh6kApfNSiRzebZ9syyeXUAxDCi+DA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:50:37.212299Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.11017","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:625e75b904bd6a5b510d845af449b6846a1a8435295fc67e37e8f644b6843d87","sha256:a3acfd48806f55c260edb03f7c73d8fd70905c2059cf93822392bb90be585909"],"state_sha256":"20f1d6d0e271f75ed537529a129570794ea6dfd2f3af2e052b4db2ab180709b9"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"SsE6eFZvh6wg0cyDtrigzYCOuHUD/yxyjwmAoT9ghj8LjAsodTcTbdvzty+WoJHJrNODMn2UjXdM6bq1rBQeCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T22:09:59.126387Z","bundle_sha256":"fe8aa3fd5e427e6719d51fc6b572fe4acd99c1cf894a5fe5781552593068df99"}}