{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:K64WU6VTF6XSAEEYAE7IB3CCCL","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":"66c26123a71afc128469ef6247402db011d6b3d323b3661c0df66f1bd68d6fec","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-05-25T03:12:20Z","title_canon_sha256":"76300b2673c00279ebc9fdabda08830c4a003c346bc304da5f9cb53eaa86a5e2"},"schema_version":"1.0","source":{"id":"2005.11904","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2005.11904","created_at":"2026-07-05T02:32:32Z"},{"alias_kind":"arxiv_version","alias_value":"2005.11904v2","created_at":"2026-07-05T02:32:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2005.11904","created_at":"2026-07-05T02:32:32Z"},{"alias_kind":"pith_short_12","alias_value":"K64WU6VTF6XS","created_at":"2026-07-05T02:32:32Z"},{"alias_kind":"pith_short_16","alias_value":"K64WU6VTF6XSAEEY","created_at":"2026-07-05T02:32:32Z"},{"alias_kind":"pith_short_8","alias_value":"K64WU6VT","created_at":"2026-07-05T02:32:32Z"}],"graph_snapshots":[{"event_id":"sha256:72817e046a2316ab2bd38e353cb6fd7d9a5988bd50a690d7e01c2f80ff198917","target":"graph","created_at":"2026-07-05T02:32:32Z","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/2005.11904/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Adversarial examples provide an opportunity as well as impose a challenge for understanding image classification systems. Based on the analysis of the adversarial training solution Adversarial Logits Pairing (ALP), we observed in this work that: (1) The inference of adversarially robust model tends to rely on fewer high-contribution features compared with vulnerable ones. (2) The training target of ALP doesn't fit well to a noticeable part of samples, where the logits pairing loss is overemphasized and obstructs minimizing the classification loss. Motivated by these observations, we design an ","authors_text":"Changsheng Xu, Guanhua Zheng, Jitao Sang, Kaiyuan Xu, Shangxi Wu","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-05-25T03:12:20Z","title":"Adaptive Adversarial Logits Pairing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2005.11904","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":"sha256:7a048cc14f45d31723ddd5fc444ac8ec731d9bea9dc15f88094b308a55ffca9c","target":"record","created_at":"2026-07-05T02:32:32Z","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":"66c26123a71afc128469ef6247402db011d6b3d323b3661c0df66f1bd68d6fec","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-05-25T03:12:20Z","title_canon_sha256":"76300b2673c00279ebc9fdabda08830c4a003c346bc304da5f9cb53eaa86a5e2"},"schema_version":"1.0","source":{"id":"2005.11904","kind":"arxiv","version":2}},"canonical_sha256":"57b96a7ab32faf201098013e80ec4212d08ec7d98319a7a3c1b8f3f5e6e83913","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"57b96a7ab32faf201098013e80ec4212d08ec7d98319a7a3c1b8f3f5e6e83913","first_computed_at":"2026-07-05T02:32:32.288035Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:32:32.288035Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1fpC2nVZMJ7NpJ/lKwA4lUJnl2eeFcysPexcd6H6QQ8GjubQL+R0ZitSMZNVMhT36/kghhG85R1DK+f9ov7oDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T02:32:32.288619Z","signed_message":"canonical_sha256_bytes"},"source_id":"2005.11904","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7a048cc14f45d31723ddd5fc444ac8ec731d9bea9dc15f88094b308a55ffca9c","sha256:72817e046a2316ab2bd38e353cb6fd7d9a5988bd50a690d7e01c2f80ff198917"],"state_sha256":"6ce15d6eb45c4c3e58555b35aaf3da2bbfa1e085eab32918239247519a17f578"}