{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:VTQRYAW66NUGYWHCZH7CLYO635","short_pith_number":"pith:VTQRYAW6","schema_version":"1.0","canonical_sha256":"ace11c02def3686c58e2c9fe25e1dedf5ef82d9d93be08195c03ce759a27934a","source":{"kind":"arxiv","id":"2606.18005","version":1},"attestation_state":"computed","paper":{"title":"LLM Consumer Behavior Theory: Foundations of a Novel Research Field","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["econ.GN","q-fin.EC"],"primary_cat":"cs.AI","authors_text":"David Martens, Manon Reusens, Sofie Goethals","submitted_at":"2026-06-16T14:51:43Z","abstract_excerpt":"Large language models (LLMs) are increasingly deployed as autonomous agents that make consumption decisions on behalf of users. This shift raises fundamental questions for consumer theory, which has traditionally modeled humans as the primary decision-makers. In this paper, we introduce LLM Consumer Behavior Theory, a new field of study concerned with analyzing consumer behavior in agentic markets. Drawing on classical and behavioral economics alongside recent advances in Natural Language Processing, we formalize how human preferences are reflected and acted upon by LLM-based agents, and how a"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2606.18005","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-06-16T14:51:43Z","cross_cats_sorted":["econ.GN","q-fin.EC"],"title_canon_sha256":"99cf84a4a515c1c9e1b16b583bf715e6a7dcf3622de84f13c059d3df35317c1a","abstract_canon_sha256":"7a737aee4df2b6e5220d1b252091617fc11e58acd9221badeb132ec53462c54a"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-19T16:10:45.680577Z","signature_b64":"VWh8NoOif/o4X8r0iJ1/WyY1wWtqJ2RdxFo1y2C6QZwoixA5USp6x5GVlVfn0wzDT68tkIAfZQgngi+TfmFbDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ace11c02def3686c58e2c9fe25e1dedf5ef82d9d93be08195c03ce759a27934a","last_reissued_at":"2026-06-19T16:10:45.680218Z","signature_status":"signed_v1","first_computed_at":"2026-06-19T16:10:45.680218Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"LLM Consumer Behavior Theory: Foundations of a Novel Research Field","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["econ.GN","q-fin.EC"],"primary_cat":"cs.AI","authors_text":"David Martens, Manon Reusens, Sofie Goethals","submitted_at":"2026-06-16T14:51:43Z","abstract_excerpt":"Large language models (LLMs) are increasingly deployed as autonomous agents that make consumption decisions on behalf of users. This shift raises fundamental questions for consumer theory, which has traditionally modeled humans as the primary decision-makers. In this paper, we introduce LLM Consumer Behavior Theory, a new field of study concerned with analyzing consumer behavior in agentic markets. Drawing on classical and behavioral economics alongside recent advances in Natural Language Processing, we formalize how human preferences are reflected and acted upon by LLM-based agents, and how a"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.18005","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/2606.18005/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2606.18005","created_at":"2026-06-19T16:10:45.680279+00:00"},{"alias_kind":"arxiv_version","alias_value":"2606.18005v1","created_at":"2026-06-19T16:10:45.680279+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.18005","created_at":"2026-06-19T16:10:45.680279+00:00"},{"alias_kind":"pith_short_12","alias_value":"VTQRYAW66NUG","created_at":"2026-06-19T16:10:45.680279+00:00"},{"alias_kind":"pith_short_16","alias_value":"VTQRYAW66NUGYWHC","created_at":"2026-06-19T16:10:45.680279+00:00"},{"alias_kind":"pith_short_8","alias_value":"VTQRYAW6","created_at":"2026-06-19T16:10:45.680279+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/VTQRYAW66NUGYWHCZH7CLYO635","json":"https://pith.science/pith/VTQRYAW66NUGYWHCZH7CLYO635.json","graph_json":"https://pith.science/api/pith-number/VTQRYAW66NUGYWHCZH7CLYO635/graph.json","events_json":"https://pith.science/api/pith-number/VTQRYAW66NUGYWHCZH7CLYO635/events.json","paper":"https://pith.science/paper/VTQRYAW6"},"agent_actions":{"view_html":"https://pith.science/pith/VTQRYAW66NUGYWHCZH7CLYO635","download_json":"https://pith.science/pith/VTQRYAW66NUGYWHCZH7CLYO635.json","view_paper":"https://pith.science/paper/VTQRYAW6","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2606.18005&json=true","fetch_graph":"https://pith.science/api/pith-number/VTQRYAW66NUGYWHCZH7CLYO635/graph.json","fetch_events":"https://pith.science/api/pith-number/VTQRYAW66NUGYWHCZH7CLYO635/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/VTQRYAW66NUGYWHCZH7CLYO635/action/timestamp_anchor","attest_storage":"https://pith.science/pith/VTQRYAW66NUGYWHCZH7CLYO635/action/storage_attestation","attest_author":"https://pith.science/pith/VTQRYAW66NUGYWHCZH7CLYO635/action/author_attestation","sign_citation":"https://pith.science/pith/VTQRYAW66NUGYWHCZH7CLYO635/action/citation_signature","submit_replication":"https://pith.science/pith/VTQRYAW66NUGYWHCZH7CLYO635/action/replication_record"}},"created_at":"2026-06-19T16:10:45.680279+00:00","updated_at":"2026-06-19T16:10:45.680279+00:00"}