{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:HI6776UMEB3XL6BHWE4U3BGUUU","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":"b676fb15bf1cb9658b563bfb4d675e4a339293c665224c7a0245c02af85048ee","cross_cats_sorted":["cs.GT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-02-29T23:38:28Z","title_canon_sha256":"ae15130ae4c23aae3ea1223a1afd8df5c0415c84148e085d970913fee972c2a2"},"schema_version":"1.0","source":{"id":"2403.00188","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.00188","created_at":"2026-07-05T08:35:00Z"},{"alias_kind":"arxiv_version","alias_value":"2403.00188v2","created_at":"2026-07-05T08:35:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.00188","created_at":"2026-07-05T08:35:00Z"},{"alias_kind":"pith_short_12","alias_value":"HI6776UMEB3X","created_at":"2026-07-05T08:35:00Z"},{"alias_kind":"pith_short_16","alias_value":"HI6776UMEB3XL6BH","created_at":"2026-07-05T08:35:00Z"},{"alias_kind":"pith_short_8","alias_value":"HI6776UM","created_at":"2026-07-05T08:35:00Z"}],"graph_snapshots":[{"event_id":"sha256:3b1c4b1bcac093135db12e82f0a99114cf6b9254274fc37a2651dfe19293cac5","target":"graph","created_at":"2026-07-05T08:35:00Z","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/2403.00188/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"When deployed in the world, a learning agent such as a recommender system or a chatbot often repeatedly interacts with another learning agent (such as a user) over time. In many such two-agent systems, each agent learns separately and the rewards of the two agents are not perfectly aligned. To better understand such cases, we examine the learning dynamics of the two-agent system and the implications for each agent's objective. We model these systems as Stackelberg games with decentralized learning and show that standard regret benchmarks (such as Stackelberg equilibrium payoffs) result in wors","authors_text":"Aleksandrs Slivkins, Brendan Lucier, Kate Donahue, Meena Jagadeesan, Nicole Immorlica","cross_cats":["cs.GT"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-02-29T23:38:28Z","title":"Impact of Decentralized Learning on Player Utilities in Stackelberg Games"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.00188","kind":"arxiv","version":2},"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:b242b00797e7d8ef4b7d129854ac4bcddb793e92f56004a0b42f18770358a732","target":"record","created_at":"2026-07-05T08:35:00Z","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":"b676fb15bf1cb9658b563bfb4d675e4a339293c665224c7a0245c02af85048ee","cross_cats_sorted":["cs.GT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-02-29T23:38:28Z","title_canon_sha256":"ae15130ae4c23aae3ea1223a1afd8df5c0415c84148e085d970913fee972c2a2"},"schema_version":"1.0","source":{"id":"2403.00188","kind":"arxiv","version":2}},"canonical_sha256":"3a3dfffa8c207775f827b1394d84d4a5245164a6de33366ceadebe8a4ca22f65","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3a3dfffa8c207775f827b1394d84d4a5245164a6de33366ceadebe8a4ca22f65","first_computed_at":"2026-07-05T08:35:00.718791Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:35:00.718791Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"FTzA69tmsKZGPOn9JE4kULg5flLjWhqTJlSLahNLXxZMtxW8gacn9D1SZ+AsZeZchIb133JesD8ubAhFoIv4DA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:35:00.719296Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.00188","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b242b00797e7d8ef4b7d129854ac4bcddb793e92f56004a0b42f18770358a732","sha256:3b1c4b1bcac093135db12e82f0a99114cf6b9254274fc37a2651dfe19293cac5"],"state_sha256":"77d0cb954db1b894d312b4d0542b2efd31907124e964abb301e0ed7a76cde0a9"}