{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:GANLLG53LY2WBIQDSQ5V3IU3ND","short_pith_number":"pith:GANLLG53","canonical_record":{"source":{"id":"2506.05242","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-06-05T17:01:28Z","cross_cats_sorted":[],"title_canon_sha256":"f6ab58012f2a708bb4ef2730fbdd7287beec03dcc89303c46acc5f356f133f93","abstract_canon_sha256":"1c26e14570fc7fca1d63dcea18b190c8df84374f15a6de92f15d4b62436899ed"},"schema_version":"1.0"},"canonical_sha256":"301ab59bbb5e3560a203943b5da29b68e23911df9ca2bb03e4a73a738f75ed66","source":{"kind":"arxiv","id":"2506.05242","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.05242","created_at":"2026-07-05T11:16:44Z"},{"alias_kind":"arxiv_version","alias_value":"2506.05242v1","created_at":"2026-07-05T11:16:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.05242","created_at":"2026-07-05T11:16:44Z"},{"alias_kind":"pith_short_12","alias_value":"GANLLG53LY2W","created_at":"2026-07-05T11:16:44Z"},{"alias_kind":"pith_short_16","alias_value":"GANLLG53LY2WBIQD","created_at":"2026-07-05T11:16:44Z"},{"alias_kind":"pith_short_8","alias_value":"GANLLG53","created_at":"2026-07-05T11:16:44Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:GANLLG53LY2WBIQDSQ5V3IU3ND","target":"record","payload":{"canonical_record":{"source":{"id":"2506.05242","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-06-05T17:01:28Z","cross_cats_sorted":[],"title_canon_sha256":"f6ab58012f2a708bb4ef2730fbdd7287beec03dcc89303c46acc5f356f133f93","abstract_canon_sha256":"1c26e14570fc7fca1d63dcea18b190c8df84374f15a6de92f15d4b62436899ed"},"schema_version":"1.0"},"canonical_sha256":"301ab59bbb5e3560a203943b5da29b68e23911df9ca2bb03e4a73a738f75ed66","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:16:44.598179Z","signature_b64":"MgeWi9CLZGIzxtsJfZ48jCK6Cnhv7bU5H7kODEfTxbvCvHcIlj5MOrwJpXa60nZMgjcAQkZ1Ua5NHnsCHeFYAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"301ab59bbb5e3560a203943b5da29b68e23911df9ca2bb03e4a73a738f75ed66","last_reissued_at":"2026-07-05T11:16:44.597625Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:16:44.597625Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.05242","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:16:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"8ZBzjAdwH8a/vvQ+i99TIx/9rfGLADZUx2Gz001v/jbLepaj/f5IRQeIGetel86Hji1RSYrTD4bLiv2QEIasBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T23:49:26.765359Z"},"content_sha256":"9c41b6d2b59054d3c3d8e9fcdbad94ee55e548ad0db868a39fd03f17e1f70124","schema_version":"1.0","event_id":"sha256:9c41b6d2b59054d3c3d8e9fcdbad94ee55e548ad0db868a39fd03f17e1f70124"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:GANLLG53LY2WBIQDSQ5V3IU3ND","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"SECNEURON: Reliable and Flexible Abuse Control in Local LLMs via Hybrid Neuron Encryption","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CR","authors_text":"Chao Liu, Haifeng Sun, Haikuo Yu, Haohua Du, Junyang Wang, Kaiwen Guo, Xiang-Yang Li, Zhiqiang Wang","submitted_at":"2025-06-05T17:01:28Z","abstract_excerpt":"Large language models (LLMs) with diverse capabilities are increasingly being deployed in local environments, presenting significant security and controllability challenges. These locally deployed LLMs operate outside the direct control of developers, rendering them more susceptible to abuse. Existing mitigation techniques mainly designed for cloud-based LLM services are frequently circumvented or ineffective in deployer-controlled environments. We propose SECNEURON, the first framework that seamlessly embeds classic access control within the intrinsic capabilities of LLMs, achieving reliable,"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.05242","kind":"arxiv","version":1},"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/2506.05242/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":"2026-07-05T11:16:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"YsKQapb7hRPqxtnKdSlw/CVa5tUfjqqdPrgpwgLpIr7kMOKEs0FX2AOrPUUtscYfKOJhVrx0ZsTNFE95gygzCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T23:49:26.765887Z"},"content_sha256":"c41ac0695280bfd301ac86fd1638059dc43d5ee7c9d4e8ce20fa38e44365a765","schema_version":"1.0","event_id":"sha256:c41ac0695280bfd301ac86fd1638059dc43d5ee7c9d4e8ce20fa38e44365a765"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/GANLLG53LY2WBIQDSQ5V3IU3ND/bundle.json","state_url":"https://pith.science/pith/GANLLG53LY2WBIQDSQ5V3IU3ND/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/GANLLG53LY2WBIQDSQ5V3IU3ND/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":"2026-08-09T23:49:26Z","links":{"resolver":"https://pith.science/pith/GANLLG53LY2WBIQDSQ5V3IU3ND","bundle":"https://pith.science/pith/GANLLG53LY2WBIQDSQ5V3IU3ND/bundle.json","state":"https://pith.science/pith/GANLLG53LY2WBIQDSQ5V3IU3ND/state.json","well_known_bundle":"https://pith.science/.well-known/pith/GANLLG53LY2WBIQDSQ5V3IU3ND/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:GANLLG53LY2WBIQDSQ5V3IU3ND","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":"1c26e14570fc7fca1d63dcea18b190c8df84374f15a6de92f15d4b62436899ed","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-06-05T17:01:28Z","title_canon_sha256":"f6ab58012f2a708bb4ef2730fbdd7287beec03dcc89303c46acc5f356f133f93"},"schema_version":"1.0","source":{"id":"2506.05242","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.05242","created_at":"2026-07-05T11:16:44Z"},{"alias_kind":"arxiv_version","alias_value":"2506.05242v1","created_at":"2026-07-05T11:16:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.05242","created_at":"2026-07-05T11:16:44Z"},{"alias_kind":"pith_short_12","alias_value":"GANLLG53LY2W","created_at":"2026-07-05T11:16:44Z"},{"alias_kind":"pith_short_16","alias_value":"GANLLG53LY2WBIQD","created_at":"2026-07-05T11:16:44Z"},{"alias_kind":"pith_short_8","alias_value":"GANLLG53","created_at":"2026-07-05T11:16:44Z"}],"graph_snapshots":[{"event_id":"sha256:c41ac0695280bfd301ac86fd1638059dc43d5ee7c9d4e8ce20fa38e44365a765","target":"graph","created_at":"2026-07-05T11:16:44Z","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/2506.05242/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models (LLMs) with diverse capabilities are increasingly being deployed in local environments, presenting significant security and controllability challenges. These locally deployed LLMs operate outside the direct control of developers, rendering them more susceptible to abuse. Existing mitigation techniques mainly designed for cloud-based LLM services are frequently circumvented or ineffective in deployer-controlled environments. We propose SECNEURON, the first framework that seamlessly embeds classic access control within the intrinsic capabilities of LLMs, achieving reliable,","authors_text":"Chao Liu, Haifeng Sun, Haikuo Yu, Haohua Du, Junyang Wang, Kaiwen Guo, Xiang-Yang Li, Zhiqiang Wang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-06-05T17:01:28Z","title":"SECNEURON: Reliable and Flexible Abuse Control in Local LLMs via Hybrid Neuron Encryption"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.05242","kind":"arxiv","version":1},"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":"sha256:9c41b6d2b59054d3c3d8e9fcdbad94ee55e548ad0db868a39fd03f17e1f70124","target":"record","created_at":"2026-07-05T11:16:44Z","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":"1c26e14570fc7fca1d63dcea18b190c8df84374f15a6de92f15d4b62436899ed","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-06-05T17:01:28Z","title_canon_sha256":"f6ab58012f2a708bb4ef2730fbdd7287beec03dcc89303c46acc5f356f133f93"},"schema_version":"1.0","source":{"id":"2506.05242","kind":"arxiv","version":1}},"canonical_sha256":"301ab59bbb5e3560a203943b5da29b68e23911df9ca2bb03e4a73a738f75ed66","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"301ab59bbb5e3560a203943b5da29b68e23911df9ca2bb03e4a73a738f75ed66","first_computed_at":"2026-07-05T11:16:44.597625Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:16:44.597625Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"MgeWi9CLZGIzxtsJfZ48jCK6Cnhv7bU5H7kODEfTxbvCvHcIlj5MOrwJpXa60nZMgjcAQkZ1Ua5NHnsCHeFYAA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:16:44.598179Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.05242","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9c41b6d2b59054d3c3d8e9fcdbad94ee55e548ad0db868a39fd03f17e1f70124","sha256:c41ac0695280bfd301ac86fd1638059dc43d5ee7c9d4e8ce20fa38e44365a765"],"state_sha256":"f8a2559803b8232c78ed13317d01ccdec3a207b686777c1e0b2ac14b303d8e05"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CWWL0e45NUAQgazmjSfrNwV3dyR5415RIOTdfgtDSwZ9iu6qSZIivXe4udok96Vr4fGcTRwxh+Q/oKvdJhxvBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T23:49:26.769200Z","bundle_sha256":"342fc72850967cdf36f42e62f3ab3f5570de0b8d02dd813da28dd6904bf8dff3"}}