{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:JQBJQO4ZFHT5VKVAV7M24TXA7V","short_pith_number":"pith:JQBJQO4Z","canonical_record":{"source":{"id":"2405.05905","kind":"arxiv","version":5},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.GT","submitted_at":"2024-05-09T17:01:31Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"be7593c25e15c5570396fb19444adb6869c3eeee1cf7d8076fab2941705b1f1b","abstract_canon_sha256":"2263adf4ecc12bc9f1946516019001b12f8e8555a8f9bb4fa9cf2b0e68337b7e"},"schema_version":"1.0"},"canonical_sha256":"4c02983b9929e7daaaa0afd9ae4ee0fd5989f5f41d0918dde0fe6f73052196eb","source":{"kind":"arxiv","id":"2405.05905","version":5},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.05905","created_at":"2026-07-05T10:13:00Z"},{"alias_kind":"arxiv_version","alias_value":"2405.05905v5","created_at":"2026-07-05T10:13:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.05905","created_at":"2026-07-05T10:13:00Z"},{"alias_kind":"pith_short_12","alias_value":"JQBJQO4ZFHT5","created_at":"2026-07-05T10:13:00Z"},{"alias_kind":"pith_short_16","alias_value":"JQBJQO4ZFHT5VKVA","created_at":"2026-07-05T10:13:00Z"},{"alias_kind":"pith_short_8","alias_value":"JQBJQO4Z","created_at":"2026-07-05T10:13:00Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:JQBJQO4ZFHT5VKVAV7M24TXA7V","target":"record","payload":{"canonical_record":{"source":{"id":"2405.05905","kind":"arxiv","version":5},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.GT","submitted_at":"2024-05-09T17:01:31Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"be7593c25e15c5570396fb19444adb6869c3eeee1cf7d8076fab2941705b1f1b","abstract_canon_sha256":"2263adf4ecc12bc9f1946516019001b12f8e8555a8f9bb4fa9cf2b0e68337b7e"},"schema_version":"1.0"},"canonical_sha256":"4c02983b9929e7daaaa0afd9ae4ee0fd5989f5f41d0918dde0fe6f73052196eb","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:13:00.086370Z","signature_b64":"XqetuCHd1748ViWWWRKxwQdV6VwctkwWyI0HT7Mp77OKdRxdQZ9ZygLALvoZNiv0gaEWFCknpF9m3wiarNSRCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4c02983b9929e7daaaa0afd9ae4ee0fd5989f5f41d0918dde0fe6f73052196eb","last_reissued_at":"2026-07-05T10:13:00.085825Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:13:00.085825Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2405.05905","source_version":5,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:13:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"VzRg1UPriLH3yUvaoCBw4vCDigPxmMgC9UFRhyKim/ZNKXJAfJoWBpiVBMpkEJ5fg70L/mwJWRCsVmZuvYp6Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T09:38:02.760017Z"},"content_sha256":"bcb53373c036cf2894e6cad3384698f727d397a5978c2f950803d097111a3a9f","schema_version":"1.0","event_id":"sha256:bcb53373c036cf2894e6cad3384698f727d397a5978c2f950803d097111a3a9f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:JQBJQO4ZFHT5VKVAV7M24TXA7V","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Truthful Aggregation of LLMs with an Application to Online Advertising","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.GT","authors_text":"Ermis Soumalias, Michael J. Curry, Sven Seuken","submitted_at":"2024-05-09T17:01:31Z","abstract_excerpt":"The next frontier of online advertising is revenue generation from LLM-generated content. We consider a setting where advertisers aim to influence the responses of an LLM to align with their interests, while platforms seek to maximize advertiser value and ensure user satisfaction. The challenge is that advertisers' preferences generally conflict with those of the user, and advertisers may misreport their preferences. To address this, we introduce MOSAIC, an auction mechanism that ensures that truthful reporting is a dominant strategy for advertisers and that aligns the utility of each advertis"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.05905","kind":"arxiv","version":5},"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/2405.05905/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":"2026-07-05T10:13:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7OQ9Ks2RmzYfPgdL28ceh3mPrqSkF1L18YLWzbRvaWOMvzGpBs85Fl/r86nQM/V22zUEU9klhhl4UMClfkN8Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T09:38:02.760680Z"},"content_sha256":"5ad87fbee98e72c99cdfc0639b347c094582cb34172519a83480a0ffb80e68a5","schema_version":"1.0","event_id":"sha256:5ad87fbee98e72c99cdfc0639b347c094582cb34172519a83480a0ffb80e68a5"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/JQBJQO4ZFHT5VKVAV7M24TXA7V/bundle.json","state_url":"https://pith.science/pith/JQBJQO4ZFHT5VKVAV7M24TXA7V/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/JQBJQO4ZFHT5VKVAV7M24TXA7V/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":"2026-08-04T09:38:02Z","links":{"resolver":"https://pith.science/pith/JQBJQO4ZFHT5VKVAV7M24TXA7V","bundle":"https://pith.science/pith/JQBJQO4ZFHT5VKVAV7M24TXA7V/bundle.json","state":"https://pith.science/pith/JQBJQO4ZFHT5VKVAV7M24TXA7V/state.json","well_known_bundle":"https://pith.science/.well-known/pith/JQBJQO4ZFHT5VKVAV7M24TXA7V/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:JQBJQO4ZFHT5VKVAV7M24TXA7V","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":"2263adf4ecc12bc9f1946516019001b12f8e8555a8f9bb4fa9cf2b0e68337b7e","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.GT","submitted_at":"2024-05-09T17:01:31Z","title_canon_sha256":"be7593c25e15c5570396fb19444adb6869c3eeee1cf7d8076fab2941705b1f1b"},"schema_version":"1.0","source":{"id":"2405.05905","kind":"arxiv","version":5}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.05905","created_at":"2026-07-05T10:13:00Z"},{"alias_kind":"arxiv_version","alias_value":"2405.05905v5","created_at":"2026-07-05T10:13:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.05905","created_at":"2026-07-05T10:13:00Z"},{"alias_kind":"pith_short_12","alias_value":"JQBJQO4ZFHT5","created_at":"2026-07-05T10:13:00Z"},{"alias_kind":"pith_short_16","alias_value":"JQBJQO4ZFHT5VKVA","created_at":"2026-07-05T10:13:00Z"},{"alias_kind":"pith_short_8","alias_value":"JQBJQO4Z","created_at":"2026-07-05T10:13:00Z"}],"graph_snapshots":[{"event_id":"sha256:5ad87fbee98e72c99cdfc0639b347c094582cb34172519a83480a0ffb80e68a5","target":"graph","created_at":"2026-07-05T10:13:00Z","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/2405.05905/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The next frontier of online advertising is revenue generation from LLM-generated content. We consider a setting where advertisers aim to influence the responses of an LLM to align with their interests, while platforms seek to maximize advertiser value and ensure user satisfaction. The challenge is that advertisers' preferences generally conflict with those of the user, and advertisers may misreport their preferences. To address this, we introduce MOSAIC, an auction mechanism that ensures that truthful reporting is a dominant strategy for advertisers and that aligns the utility of each advertis","authors_text":"Ermis Soumalias, Michael J. Curry, Sven Seuken","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.GT","submitted_at":"2024-05-09T17:01:31Z","title":"Truthful Aggregation of LLMs with an Application to Online Advertising"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.05905","kind":"arxiv","version":5},"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:bcb53373c036cf2894e6cad3384698f727d397a5978c2f950803d097111a3a9f","target":"record","created_at":"2026-07-05T10:13:00Z","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":"2263adf4ecc12bc9f1946516019001b12f8e8555a8f9bb4fa9cf2b0e68337b7e","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.GT","submitted_at":"2024-05-09T17:01:31Z","title_canon_sha256":"be7593c25e15c5570396fb19444adb6869c3eeee1cf7d8076fab2941705b1f1b"},"schema_version":"1.0","source":{"id":"2405.05905","kind":"arxiv","version":5}},"canonical_sha256":"4c02983b9929e7daaaa0afd9ae4ee0fd5989f5f41d0918dde0fe6f73052196eb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4c02983b9929e7daaaa0afd9ae4ee0fd5989f5f41d0918dde0fe6f73052196eb","first_computed_at":"2026-07-05T10:13:00.085825Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:13:00.085825Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"XqetuCHd1748ViWWWRKxwQdV6VwctkwWyI0HT7Mp77OKdRxdQZ9ZygLALvoZNiv0gaEWFCknpF9m3wiarNSRCg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:13:00.086370Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.05905","source_kind":"arxiv","source_version":5}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bcb53373c036cf2894e6cad3384698f727d397a5978c2f950803d097111a3a9f","sha256:5ad87fbee98e72c99cdfc0639b347c094582cb34172519a83480a0ffb80e68a5"],"state_sha256":"f5609f7b3086d51e5aad0b2d322c076c482cf4feedc72911e2bb878b4f914980"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"TerosWF+HonvvqxytwSlbXmpurNnyeA8SFPp+mehytds5GZJmJs9EoNL/I1j6SgsRIEodm30/RmfwsiXRg+NBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T09:38:02.765966Z","bundle_sha256":"758e1ce27732494a6148a480f1fe0f95e79782247930cc62edcd76bf75a7a1b4"}}