{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:2ISLXPSKB6QZCXATL7ZHGIJJQB","short_pith_number":"pith:2ISLXPSK","schema_version":"1.0","canonical_sha256":"d224bbbe4a0fa1915c135ff27321298065a0a5a7c59b8454f3b279a12d2e3121","source":{"kind":"arxiv","id":"2507.20494","version":1},"attestation_state":"computed","paper":{"title":"Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"q-fin.GN","authors_text":"Akshay SP, Ashutosh Sahoo, Dhanashekar Kandaswamy, Girish G N, Gurukiran S, Parag Paul","submitted_at":"2025-07-28T03:12:27Z","abstract_excerpt":"As decentralized finance (DeFi) evolves, distinguishing between user behaviors - liquidity provision versus active trading - has become vital for risk modeling and on-chain reputation. We propose a behavioral scoring framework for Uniswap that assigns two complementary scores: a Liquidity Provision Score that assesses strategic liquidity contributions, and a Swap Behavior Score that reflects trading intent, volatility exposure, and discipline. The scores are constructed using rule-based blueprints that decompose behavior into volume, frequency, holding time, and withdrawal patterns. To handle "},"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":"2507.20494","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"q-fin.GN","submitted_at":"2025-07-28T03:12:27Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"407a0dc9e029f7324b5e554252bd93ff3c0479d9a7e9b2817d9acd9b7b1ff149","abstract_canon_sha256":"9245489b2e9a144d49c11c4a8926e08e658c064369edd0bd5c08ab68a408ae0f"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:44:20.244714Z","signature_b64":"lUxrUddAHWBWCelvCXcb9Z4yHabdJrcjpdhHXY/LDRaTcwiNn3uEqfVW5JE9B2WFGjJ1Vj1spYawyzdvRb9+BQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d224bbbe4a0fa1915c135ff27321298065a0a5a7c59b8454f3b279a12d2e3121","last_reissued_at":"2026-07-05T11:44:20.244266Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:44:20.244266Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"q-fin.GN","authors_text":"Akshay SP, Ashutosh Sahoo, Dhanashekar Kandaswamy, Girish G N, Gurukiran S, Parag Paul","submitted_at":"2025-07-28T03:12:27Z","abstract_excerpt":"As decentralized finance (DeFi) evolves, distinguishing between user behaviors - liquidity provision versus active trading - has become vital for risk modeling and on-chain reputation. We propose a behavioral scoring framework for Uniswap that assigns two complementary scores: a Liquidity Provision Score that assesses strategic liquidity contributions, and a Swap Behavior Score that reflects trading intent, volatility exposure, and discipline. The scores are constructed using rule-based blueprints that decompose behavior into volume, frequency, holding time, and withdrawal patterns. To handle "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.20494","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/2507.20494/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":"2507.20494","created_at":"2026-07-05T11:44:20.244324+00:00"},{"alias_kind":"arxiv_version","alias_value":"2507.20494v1","created_at":"2026-07-05T11:44:20.244324+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.20494","created_at":"2026-07-05T11:44:20.244324+00:00"},{"alias_kind":"pith_short_12","alias_value":"2ISLXPSKB6QZ","created_at":"2026-07-05T11:44:20.244324+00:00"},{"alias_kind":"pith_short_16","alias_value":"2ISLXPSKB6QZCXAT","created_at":"2026-07-05T11:44:20.244324+00:00"},{"alias_kind":"pith_short_8","alias_value":"2ISLXPSK","created_at":"2026-07-05T11:44:20.244324+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/2ISLXPSKB6QZCXATL7ZHGIJJQB","json":"https://pith.science/pith/2ISLXPSKB6QZCXATL7ZHGIJJQB.json","graph_json":"https://pith.science/api/pith-number/2ISLXPSKB6QZCXATL7ZHGIJJQB/graph.json","events_json":"https://pith.science/api/pith-number/2ISLXPSKB6QZCXATL7ZHGIJJQB/events.json","paper":"https://pith.science/paper/2ISLXPSK"},"agent_actions":{"view_html":"https://pith.science/pith/2ISLXPSKB6QZCXATL7ZHGIJJQB","download_json":"https://pith.science/pith/2ISLXPSKB6QZCXATL7ZHGIJJQB.json","view_paper":"https://pith.science/paper/2ISLXPSK","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2507.20494&json=true","fetch_graph":"https://pith.science/api/pith-number/2ISLXPSKB6QZCXATL7ZHGIJJQB/graph.json","fetch_events":"https://pith.science/api/pith-number/2ISLXPSKB6QZCXATL7ZHGIJJQB/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/2ISLXPSKB6QZCXATL7ZHGIJJQB/action/timestamp_anchor","attest_storage":"https://pith.science/pith/2ISLXPSKB6QZCXATL7ZHGIJJQB/action/storage_attestation","attest_author":"https://pith.science/pith/2ISLXPSKB6QZCXATL7ZHGIJJQB/action/author_attestation","sign_citation":"https://pith.science/pith/2ISLXPSKB6QZCXATL7ZHGIJJQB/action/citation_signature","submit_replication":"https://pith.science/pith/2ISLXPSKB6QZCXATL7ZHGIJJQB/action/replication_record"}},"created_at":"2026-07-05T11:44:20.244324+00:00","updated_at":"2026-07-05T11:44:20.244324+00:00"}