{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:SCBRUG2ZRXDUOB32PMYJCWVBNB","short_pith_number":"pith:SCBRUG2Z","canonical_record":{"source":{"id":"2410.05349","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2024-10-07T10:52:53Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"50d004843c93b87e42d1f88ef84bbe082feced322dc3293d4c2c037ad62a5ace","abstract_canon_sha256":"1baa469d83a5fe635795389ac4b3c77ca6ed792cda57ce945de11f4b12414487"},"schema_version":"1.0"},"canonical_sha256":"90831a1b598dc747077a7b30915aa16863138d7feba99482ad5de4c4b0d2f5d2","source":{"kind":"arxiv","id":"2410.05349","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.05349","created_at":"2026-07-05T09:17:17Z"},{"alias_kind":"arxiv_version","alias_value":"2410.05349v1","created_at":"2026-07-05T09:17:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.05349","created_at":"2026-07-05T09:17:17Z"},{"alias_kind":"pith_short_12","alias_value":"SCBRUG2ZRXDU","created_at":"2026-07-05T09:17:17Z"},{"alias_kind":"pith_short_16","alias_value":"SCBRUG2ZRXDUOB32","created_at":"2026-07-05T09:17:17Z"},{"alias_kind":"pith_short_8","alias_value":"SCBRUG2Z","created_at":"2026-07-05T09:17:17Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:SCBRUG2ZRXDUOB32PMYJCWVBNB","target":"record","payload":{"canonical_record":{"source":{"id":"2410.05349","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2024-10-07T10:52:53Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"50d004843c93b87e42d1f88ef84bbe082feced322dc3293d4c2c037ad62a5ace","abstract_canon_sha256":"1baa469d83a5fe635795389ac4b3c77ca6ed792cda57ce945de11f4b12414487"},"schema_version":"1.0"},"canonical_sha256":"90831a1b598dc747077a7b30915aa16863138d7feba99482ad5de4c4b0d2f5d2","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:17:17.894841Z","signature_b64":"MGOM6ENInWfHn64iybKKfkbElaAY9EdwD5V34mDhQux9GkrRo5KbpBfVZhfIgA98cz+Qq/8MVPbkwz0fj7huDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"90831a1b598dc747077a7b30915aa16863138d7feba99482ad5de4c4b0d2f5d2","last_reissued_at":"2026-07-05T09:17:17.894313Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:17:17.894313Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.05349","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":"2026-07-05T09:17:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"TOKYBh8nqoV8OBVrzDIrXSeyXsJ4yagL6yAA7BHVYgdE1yj6f7eLhA5ppR/GApQgbPRnkkzJ/fCtcl2b1A7sBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T03:53:12.564873Z"},"content_sha256":"217eee9c85404ce863346f9043c1b14312f6642453c128d3abf9d523a4d8eada","schema_version":"1.0","event_id":"sha256:217eee9c85404ce863346f9043c1b14312f6642453c128d3abf9d523a4d8eada"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:SCBRUG2ZRXDUOB32PMYJCWVBNB","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"SoK: Towards Security and Safety of Edge AI","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CR","authors_text":"Anne Lauscher, Dominik Kaaser, Janick Edinger, Mathias Fischer, Stefan Schulte, Tatjana Wingarz","submitted_at":"2024-10-07T10:52:53Z","abstract_excerpt":"Advanced AI applications have become increasingly available to a broad audience, e.g., as centrally managed large language models (LLMs). Such centralization is both a risk and a performance bottleneck - Edge AI promises to be a solution to these problems. However, its decentralized approach raises additional challenges regarding security and safety. In this paper, we argue that both of these aspects are critical for Edge AI, and even more so, their integration. Concretely, we survey security and safety threats, summarize existing countermeasures, and collect open challenges as a call for more"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.05349","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/2410.05349/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":"2026-07-05T09:17:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"i4DtD0b0s0SQTCII4sJRCglUVC62KIRgwiRAg7M5m3S7aUo4PSby5kLBBivQNRUjWSefXHEppXh6as3ErHmsBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T03:53:12.565547Z"},"content_sha256":"34a7f09010019c24f80a2cf73ed9a10733540986bb5ce79974fafbccdc94a2b6","schema_version":"1.0","event_id":"sha256:34a7f09010019c24f80a2cf73ed9a10733540986bb5ce79974fafbccdc94a2b6"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/SCBRUG2ZRXDUOB32PMYJCWVBNB/bundle.json","state_url":"https://pith.science/pith/SCBRUG2ZRXDUOB32PMYJCWVBNB/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/SCBRUG2ZRXDUOB32PMYJCWVBNB/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":"2026-08-19T03:53:12Z","links":{"resolver":"https://pith.science/pith/SCBRUG2ZRXDUOB32PMYJCWVBNB","bundle":"https://pith.science/pith/SCBRUG2ZRXDUOB32PMYJCWVBNB/bundle.json","state":"https://pith.science/pith/SCBRUG2ZRXDUOB32PMYJCWVBNB/state.json","well_known_bundle":"https://pith.science/.well-known/pith/SCBRUG2ZRXDUOB32PMYJCWVBNB/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:SCBRUG2ZRXDUOB32PMYJCWVBNB","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":"1baa469d83a5fe635795389ac4b3c77ca6ed792cda57ce945de11f4b12414487","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2024-10-07T10:52:53Z","title_canon_sha256":"50d004843c93b87e42d1f88ef84bbe082feced322dc3293d4c2c037ad62a5ace"},"schema_version":"1.0","source":{"id":"2410.05349","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.05349","created_at":"2026-07-05T09:17:17Z"},{"alias_kind":"arxiv_version","alias_value":"2410.05349v1","created_at":"2026-07-05T09:17:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.05349","created_at":"2026-07-05T09:17:17Z"},{"alias_kind":"pith_short_12","alias_value":"SCBRUG2ZRXDU","created_at":"2026-07-05T09:17:17Z"},{"alias_kind":"pith_short_16","alias_value":"SCBRUG2ZRXDUOB32","created_at":"2026-07-05T09:17:17Z"},{"alias_kind":"pith_short_8","alias_value":"SCBRUG2Z","created_at":"2026-07-05T09:17:17Z"}],"graph_snapshots":[{"event_id":"sha256:34a7f09010019c24f80a2cf73ed9a10733540986bb5ce79974fafbccdc94a2b6","target":"graph","created_at":"2026-07-05T09:17:17Z","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/2410.05349/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Advanced AI applications have become increasingly available to a broad audience, e.g., as centrally managed large language models (LLMs). Such centralization is both a risk and a performance bottleneck - Edge AI promises to be a solution to these problems. However, its decentralized approach raises additional challenges regarding security and safety. In this paper, we argue that both of these aspects are critical for Edge AI, and even more so, their integration. Concretely, we survey security and safety threats, summarize existing countermeasures, and collect open challenges as a call for more","authors_text":"Anne Lauscher, Dominik Kaaser, Janick Edinger, Mathias Fischer, Stefan Schulte, Tatjana Wingarz","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2024-10-07T10:52:53Z","title":"SoK: Towards Security and Safety of Edge AI"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.05349","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":"sha256:217eee9c85404ce863346f9043c1b14312f6642453c128d3abf9d523a4d8eada","target":"record","created_at":"2026-07-05T09:17:17Z","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":"1baa469d83a5fe635795389ac4b3c77ca6ed792cda57ce945de11f4b12414487","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2024-10-07T10:52:53Z","title_canon_sha256":"50d004843c93b87e42d1f88ef84bbe082feced322dc3293d4c2c037ad62a5ace"},"schema_version":"1.0","source":{"id":"2410.05349","kind":"arxiv","version":1}},"canonical_sha256":"90831a1b598dc747077a7b30915aa16863138d7feba99482ad5de4c4b0d2f5d2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"90831a1b598dc747077a7b30915aa16863138d7feba99482ad5de4c4b0d2f5d2","first_computed_at":"2026-07-05T09:17:17.894313Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:17:17.894313Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"MGOM6ENInWfHn64iybKKfkbElaAY9EdwD5V34mDhQux9GkrRo5KbpBfVZhfIgA98cz+Qq/8MVPbkwz0fj7huDg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:17:17.894841Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.05349","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:217eee9c85404ce863346f9043c1b14312f6642453c128d3abf9d523a4d8eada","sha256:34a7f09010019c24f80a2cf73ed9a10733540986bb5ce79974fafbccdc94a2b6"],"state_sha256":"beddcf04d5632e0c19d237080c9c6a065b48924d8e78200aeca7d498aeadee7f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"18ay595gks7Bgzmvwgu4jG2KnfFu0GUoaxMtLNdvOt/WDRn/XPY2sur5Bf+Y+kMrD3wfShZ/+y+plfK8J0lZAw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T03:53:12.570276Z","bundle_sha256":"d22f4212d4e9145aaae6638819fd67493db952c10869cea24af31f9d674a4024"}}