{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:HPZXJZTKCABTJYV6JQ6L3KHQ7D","short_pith_number":"pith:HPZXJZTK","canonical_record":{"source":{"id":"2508.19445","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-08-26T21:36:45Z","cross_cats_sorted":["stat.ML"],"title_canon_sha256":"63b2cf88391032631f7074fb94b0ac73258f8312d0d6bdafee7acb84ae92c4e7","abstract_canon_sha256":"91386d59eeda5540f9d9125199e99219b0bdbb0a74bd39dc0557c198d973bb67"},"schema_version":"1.0"},"canonical_sha256":"3bf374e66a100334e2be4c3cbda8f0f8e0e194da501ea694c926094297ce35e6","source":{"kind":"arxiv","id":"2508.19445","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.19445","created_at":"2026-06-19T16:10:30Z"},{"alias_kind":"arxiv_version","alias_value":"2508.19445v3","created_at":"2026-06-19T16:10:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.19445","created_at":"2026-06-19T16:10:30Z"},{"alias_kind":"pith_short_12","alias_value":"HPZXJZTKCABT","created_at":"2026-06-19T16:10:30Z"},{"alias_kind":"pith_short_16","alias_value":"HPZXJZTKCABTJYV6","created_at":"2026-06-19T16:10:30Z"},{"alias_kind":"pith_short_8","alias_value":"HPZXJZTK","created_at":"2026-06-19T16:10:30Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:HPZXJZTKCABTJYV6JQ6L3KHQ7D","target":"record","payload":{"canonical_record":{"source":{"id":"2508.19445","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-08-26T21:36:45Z","cross_cats_sorted":["stat.ML"],"title_canon_sha256":"63b2cf88391032631f7074fb94b0ac73258f8312d0d6bdafee7acb84ae92c4e7","abstract_canon_sha256":"91386d59eeda5540f9d9125199e99219b0bdbb0a74bd39dc0557c198d973bb67"},"schema_version":"1.0"},"canonical_sha256":"3bf374e66a100334e2be4c3cbda8f0f8e0e194da501ea694c926094297ce35e6","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-19T16:10:30.978937Z","signature_b64":"R/yW/mp8Sz9wmMv1FesOCAU+X5gN4IF82STG/hVTESJ92cCYmYzpFj3CDlJmPS7SXQAwknFjBz3vVKNDRwnHAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"3bf374e66a100334e2be4c3cbda8f0f8e0e194da501ea694c926094297ce35e6","last_reissued_at":"2026-06-19T16:10:30.978467Z","signature_status":"signed_v1","first_computed_at":"2026-06-19T16:10:30.978467Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2508.19445","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-19T16:10:30Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7IsQyCgJy97fFlUHA1hwiEYe90+DRUUPiBr6S9+OSaW7IqgVFHakGsEaPxN2ApazfHZbS1oicDvpouomlvqOCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-02T18:24:26.660180Z"},"content_sha256":"e0444c2539a21ea0fc5d32677c5eae7f3150c4fd3ac90fbd1994ed0a5b25782e","schema_version":"1.0","event_id":"sha256:e0444c2539a21ea0fc5d32677c5eae7f3150c4fd3ac90fbd1994ed0a5b25782e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:HPZXJZTKCABTJYV6JQ6L3KHQ7D","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"On Surjectivity of Neural Networks: Can you elicit any behavior from your model?","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["stat.ML"],"primary_cat":"cs.LG","authors_text":"Haozhe Jiang, Nika Haghtalab","submitted_at":"2025-08-26T21:36:45Z","abstract_excerpt":"Given a trained neural network, can any specified output be generated by some input? Equivalently, does the network correspond to a function that is surjective? In generative models, surjectivity implies that any output, including harmful or undesirable content, can in principle be generated by the networks, raising concerns about model safety and jailbreak vulnerabilities. In this paper, we prove that many fundamental building blocks of modern neural architectures, such as networks with pre-layer normalization and linear-attention modules, are almost always surjective. As corollaries, widely "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.19445","kind":"arxiv","version":3},"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/2508.19445/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":"2026-06-19T16:10:30Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"b/UEpr+TI6qBHyaolNKwMIfjIBK+cqhOBDjZ8/4tK6rbRS5zHIuFjLcFqe97hyJZLnpkSk6QsAlxliFe+3CJDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-02T18:24:26.660583Z"},"content_sha256":"b13439f239c7ab1a38ec18d618e73737d25bdd563efe785ea25a077962b2d4f3","schema_version":"1.0","event_id":"sha256:b13439f239c7ab1a38ec18d618e73737d25bdd563efe785ea25a077962b2d4f3"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/HPZXJZTKCABTJYV6JQ6L3KHQ7D/bundle.json","state_url":"https://pith.science/pith/HPZXJZTKCABTJYV6JQ6L3KHQ7D/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/HPZXJZTKCABTJYV6JQ6L3KHQ7D/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":"2026-07-02T18:24:26Z","links":{"resolver":"https://pith.science/pith/HPZXJZTKCABTJYV6JQ6L3KHQ7D","bundle":"https://pith.science/pith/HPZXJZTKCABTJYV6JQ6L3KHQ7D/bundle.json","state":"https://pith.science/pith/HPZXJZTKCABTJYV6JQ6L3KHQ7D/state.json","well_known_bundle":"https://pith.science/.well-known/pith/HPZXJZTKCABTJYV6JQ6L3KHQ7D/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:HPZXJZTKCABTJYV6JQ6L3KHQ7D","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":"91386d59eeda5540f9d9125199e99219b0bdbb0a74bd39dc0557c198d973bb67","cross_cats_sorted":["stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-08-26T21:36:45Z","title_canon_sha256":"63b2cf88391032631f7074fb94b0ac73258f8312d0d6bdafee7acb84ae92c4e7"},"schema_version":"1.0","source":{"id":"2508.19445","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.19445","created_at":"2026-06-19T16:10:30Z"},{"alias_kind":"arxiv_version","alias_value":"2508.19445v3","created_at":"2026-06-19T16:10:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.19445","created_at":"2026-06-19T16:10:30Z"},{"alias_kind":"pith_short_12","alias_value":"HPZXJZTKCABT","created_at":"2026-06-19T16:10:30Z"},{"alias_kind":"pith_short_16","alias_value":"HPZXJZTKCABTJYV6","created_at":"2026-06-19T16:10:30Z"},{"alias_kind":"pith_short_8","alias_value":"HPZXJZTK","created_at":"2026-06-19T16:10:30Z"}],"graph_snapshots":[{"event_id":"sha256:b13439f239c7ab1a38ec18d618e73737d25bdd563efe785ea25a077962b2d4f3","target":"graph","created_at":"2026-06-19T16:10:30Z","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/2508.19445/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Given a trained neural network, can any specified output be generated by some input? Equivalently, does the network correspond to a function that is surjective? In generative models, surjectivity implies that any output, including harmful or undesirable content, can in principle be generated by the networks, raising concerns about model safety and jailbreak vulnerabilities. In this paper, we prove that many fundamental building blocks of modern neural architectures, such as networks with pre-layer normalization and linear-attention modules, are almost always surjective. As corollaries, widely ","authors_text":"Haozhe Jiang, Nika Haghtalab","cross_cats":["stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-08-26T21:36:45Z","title":"On Surjectivity of Neural Networks: Can you elicit any behavior from your model?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.19445","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:e0444c2539a21ea0fc5d32677c5eae7f3150c4fd3ac90fbd1994ed0a5b25782e","target":"record","created_at":"2026-06-19T16:10:30Z","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":"91386d59eeda5540f9d9125199e99219b0bdbb0a74bd39dc0557c198d973bb67","cross_cats_sorted":["stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-08-26T21:36:45Z","title_canon_sha256":"63b2cf88391032631f7074fb94b0ac73258f8312d0d6bdafee7acb84ae92c4e7"},"schema_version":"1.0","source":{"id":"2508.19445","kind":"arxiv","version":3}},"canonical_sha256":"3bf374e66a100334e2be4c3cbda8f0f8e0e194da501ea694c926094297ce35e6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3bf374e66a100334e2be4c3cbda8f0f8e0e194da501ea694c926094297ce35e6","first_computed_at":"2026-06-19T16:10:30.978467Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-19T16:10:30.978467Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"R/yW/mp8Sz9wmMv1FesOCAU+X5gN4IF82STG/hVTESJ92cCYmYzpFj3CDlJmPS7SXQAwknFjBz3vVKNDRwnHAA==","signature_status":"signed_v1","signed_at":"2026-06-19T16:10:30.978937Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.19445","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e0444c2539a21ea0fc5d32677c5eae7f3150c4fd3ac90fbd1994ed0a5b25782e","sha256:b13439f239c7ab1a38ec18d618e73737d25bdd563efe785ea25a077962b2d4f3"],"state_sha256":"308ee0cef2a2a3c6fb45bc0e2eaf5248187e660256edee1fc9c1b5f1eb4cb3c2"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"DoWmFO6UKTdfFHeCe8ATtGA2c21QIYd+YPfetZP/u4TWDeAle+ZYAAVMsCK0kJpvwvBlzRtozbU6fUobUf4kDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-02T18:24:26.662662Z","bundle_sha256":"b2a5dc8bf098edbaa16181aded52a9f4dcf9334997bce8fb56a237057c2bb89a"}}