{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:DT4MAYDDTQ6RREJSD2PIYCHX5Y","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":"f2d83270196e5aabdb324772689a1fcf7293f8f55b81876502e5429f2b8d016c","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2021-07-29T21:55:48Z","title_canon_sha256":"69b0b8a58d9acf4c2d4821a5556eb268c45c7fed894f355d46f47152537ae0f9"},"schema_version":"1.0","source":{"id":"2107.14344","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2107.14344","created_at":"2026-07-05T03:42:02Z"},{"alias_kind":"arxiv_version","alias_value":"2107.14344v3","created_at":"2026-07-05T03:42:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2107.14344","created_at":"2026-07-05T03:42:02Z"},{"alias_kind":"pith_short_12","alias_value":"DT4MAYDDTQ6R","created_at":"2026-07-05T03:42:02Z"},{"alias_kind":"pith_short_16","alias_value":"DT4MAYDDTQ6RREJS","created_at":"2026-07-05T03:42:02Z"},{"alias_kind":"pith_short_8","alias_value":"DT4MAYDD","created_at":"2026-07-05T03:42:02Z"}],"graph_snapshots":[{"event_id":"sha256:08580f3aabccf1aeb57917a7ae7bd89ebbb6d7e5d50b51c7e2e0ac1435cb4f21","target":"graph","created_at":"2026-07-05T03:42:02Z","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/2107.14344/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Deep neural networks set the state-of-the-art across many tasks in computer vision, but their generalization ability to image distortions is surprisingly fragile. In contrast, the mammalian visual system is robust to a wide range of perturbations. Recent work suggests that this generalization ability can be explained by useful inductive biases encoded in the representations of visual stimuli throughout the visual cortex. Here, we successfully leveraged these inductive biases with a multi-task learning approach: we jointly trained a deep network to perform image classification and to predict ne","authors_text":"Andreas S. Tolias, Arne Nix, Fabian H. Sinz, George Denfield, Kelli Restivo, Konstantin Willeke, Santiago A. Cadena, Shahd Safarani","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2021-07-29T21:55:48Z","title":"Towards robust vision by multi-task learning on monkey visual cortex"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2107.14344","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":"sha256:0c3fc81aa475bac36701fe1ea999b71ad68028c338ed8439667ad39b48d48cc8","target":"record","created_at":"2026-07-05T03:42:02Z","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":"f2d83270196e5aabdb324772689a1fcf7293f8f55b81876502e5429f2b8d016c","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2021-07-29T21:55:48Z","title_canon_sha256":"69b0b8a58d9acf4c2d4821a5556eb268c45c7fed894f355d46f47152537ae0f9"},"schema_version":"1.0","source":{"id":"2107.14344","kind":"arxiv","version":3}},"canonical_sha256":"1cf8c060639c3d1891321e9e8c08f7ee0da77fae93f6535da9b92b1c228dcb02","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1cf8c060639c3d1891321e9e8c08f7ee0da77fae93f6535da9b92b1c228dcb02","first_computed_at":"2026-07-05T03:42:02.896298Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:42:02.896298Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"RNwuWdsynGEpUsGXf1NeFcQdYR63ZpniTTa0rk0+YJEyWffAVACQPqM95EHiyxgyuy+18KT24fdlJY6kdfgaBg==","signature_status":"signed_v1","signed_at":"2026-07-05T03:42:02.896793Z","signed_message":"canonical_sha256_bytes"},"source_id":"2107.14344","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0c3fc81aa475bac36701fe1ea999b71ad68028c338ed8439667ad39b48d48cc8","sha256:08580f3aabccf1aeb57917a7ae7bd89ebbb6d7e5d50b51c7e2e0ac1435cb4f21"],"state_sha256":"69d576a40c7254fa90871474a4f3a863feebde17e8d67acc897c6f8dfef15f0f"}