{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:FLEPYDMDKTPH6A2RGPVXJECHPW","short_pith_number":"pith:FLEPYDMD","canonical_record":{"source":{"id":"2407.09546","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"q-fin.TR","submitted_at":"2024-06-27T08:31:05Z","cross_cats_sorted":["cs.SI"],"title_canon_sha256":"b5bfadd0a8b34ce51c9dfa81de956a054eebdaf1d1eae0400017ed09eead84c5","abstract_canon_sha256":"df97f459f9b8f145821a12a310d306d7c9bbe9cc1e869242350510792f4ef49b"},"schema_version":"1.0"},"canonical_sha256":"2ac8fc0d8354de7f035133eb7490477dab396c649911ce4f1f277ad16b422237","source":{"kind":"arxiv","id":"2407.09546","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.09546","created_at":"2026-07-05T08:43:32Z"},{"alias_kind":"arxiv_version","alias_value":"2407.09546v1","created_at":"2026-07-05T08:43:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.09546","created_at":"2026-07-05T08:43:32Z"},{"alias_kind":"pith_short_12","alias_value":"FLEPYDMDKTPH","created_at":"2026-07-05T08:43:32Z"},{"alias_kind":"pith_short_16","alias_value":"FLEPYDMDKTPH6A2R","created_at":"2026-07-05T08:43:32Z"},{"alias_kind":"pith_short_8","alias_value":"FLEPYDMD","created_at":"2026-07-05T08:43:32Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:FLEPYDMDKTPH6A2RGPVXJECHPW","target":"record","payload":{"canonical_record":{"source":{"id":"2407.09546","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"q-fin.TR","submitted_at":"2024-06-27T08:31:05Z","cross_cats_sorted":["cs.SI"],"title_canon_sha256":"b5bfadd0a8b34ce51c9dfa81de956a054eebdaf1d1eae0400017ed09eead84c5","abstract_canon_sha256":"df97f459f9b8f145821a12a310d306d7c9bbe9cc1e869242350510792f4ef49b"},"schema_version":"1.0"},"canonical_sha256":"2ac8fc0d8354de7f035133eb7490477dab396c649911ce4f1f277ad16b422237","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:43:32.129468Z","signature_b64":"vdsDjcWtw2gioiZKiURS4EkmpVRnUC4asuBN3vh8fkJzF0v1l3Ei9rs8F+nqvjMCxReKEIDdDknobybvWvFGDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2ac8fc0d8354de7f035133eb7490477dab396c649911ce4f1f277ad16b422237","last_reissued_at":"2026-07-05T08:43:32.129067Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:43:32.129067Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2407.09546","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":"2026-07-05T08:43:32Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2w9PqQNlUzaubcKXdM6j7JsSUzq5P2n+6raAldM38/wKX1L/SPHFmhouu2RD9Km7kwGmJXBl8scRg8fmGuPiDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T10:54:43.889510Z"},"content_sha256":"ab0a394250c319cc42ce6b0ed5da3176dd9abbabc6ab48de637934bf758ef944","schema_version":"1.0","event_id":"sha256:ab0a394250c319cc42ce6b0ed5da3176dd9abbabc6ab48de637934bf758ef944"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:FLEPYDMDKTPH6A2RGPVXJECHPW","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Reflective LLM-based Agent to Guide Zero-shot Cryptocurrency Trading","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.SI"],"primary_cat":"q-fin.TR","authors_text":"Bingqiao Luo, Bingsheng He, Nuo Chen, Qian Wang, Xu Liu, Yuan Li","submitted_at":"2024-06-27T08:31:05Z","abstract_excerpt":"The utilization of Large Language Models (LLMs) in financial trading has primarily been concentrated within the stock market, aiding in economic and financial decisions. Yet, the unique opportunities presented by the cryptocurrency market, noted for its on-chain data's transparency and the critical influence of off-chain signals like news, remain largely untapped by LLMs. This work aims to bridge the gap by developing an LLM-based trading agent, CryptoTrade, which uniquely combines the analysis of on-chain and off-chain data. This approach leverages the transparency and immutability of on-chai"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.09546","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/2407.09546/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":"2026-07-05T08:43:32Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jNehf07xSoIjtFdDJXPbLF4P4aF4QDQNGFt6HQ2ON3VQdMAg9a5eM7fiPRvDQWudWW84pFYy55eEVCkwwNTxAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T10:54:43.890001Z"},"content_sha256":"97e153dd9f81bd773b47e892964d74dc4fd9fe2a773f8b33f98297b5b37ee074","schema_version":"1.0","event_id":"sha256:97e153dd9f81bd773b47e892964d74dc4fd9fe2a773f8b33f98297b5b37ee074"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/FLEPYDMDKTPH6A2RGPVXJECHPW/bundle.json","state_url":"https://pith.science/pith/FLEPYDMDKTPH6A2RGPVXJECHPW/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/FLEPYDMDKTPH6A2RGPVXJECHPW/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":"2026-08-07T10:54:43Z","links":{"resolver":"https://pith.science/pith/FLEPYDMDKTPH6A2RGPVXJECHPW","bundle":"https://pith.science/pith/FLEPYDMDKTPH6A2RGPVXJECHPW/bundle.json","state":"https://pith.science/pith/FLEPYDMDKTPH6A2RGPVXJECHPW/state.json","well_known_bundle":"https://pith.science/.well-known/pith/FLEPYDMDKTPH6A2RGPVXJECHPW/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:FLEPYDMDKTPH6A2RGPVXJECHPW","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":"df97f459f9b8f145821a12a310d306d7c9bbe9cc1e869242350510792f4ef49b","cross_cats_sorted":["cs.SI"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"q-fin.TR","submitted_at":"2024-06-27T08:31:05Z","title_canon_sha256":"b5bfadd0a8b34ce51c9dfa81de956a054eebdaf1d1eae0400017ed09eead84c5"},"schema_version":"1.0","source":{"id":"2407.09546","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.09546","created_at":"2026-07-05T08:43:32Z"},{"alias_kind":"arxiv_version","alias_value":"2407.09546v1","created_at":"2026-07-05T08:43:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.09546","created_at":"2026-07-05T08:43:32Z"},{"alias_kind":"pith_short_12","alias_value":"FLEPYDMDKTPH","created_at":"2026-07-05T08:43:32Z"},{"alias_kind":"pith_short_16","alias_value":"FLEPYDMDKTPH6A2R","created_at":"2026-07-05T08:43:32Z"},{"alias_kind":"pith_short_8","alias_value":"FLEPYDMD","created_at":"2026-07-05T08:43:32Z"}],"graph_snapshots":[{"event_id":"sha256:97e153dd9f81bd773b47e892964d74dc4fd9fe2a773f8b33f98297b5b37ee074","target":"graph","created_at":"2026-07-05T08:43:32Z","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/2407.09546/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The utilization of Large Language Models (LLMs) in financial trading has primarily been concentrated within the stock market, aiding in economic and financial decisions. Yet, the unique opportunities presented by the cryptocurrency market, noted for its on-chain data's transparency and the critical influence of off-chain signals like news, remain largely untapped by LLMs. This work aims to bridge the gap by developing an LLM-based trading agent, CryptoTrade, which uniquely combines the analysis of on-chain and off-chain data. This approach leverages the transparency and immutability of on-chai","authors_text":"Bingqiao Luo, Bingsheng He, Nuo Chen, Qian Wang, Xu Liu, Yuan Li","cross_cats":["cs.SI"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"q-fin.TR","submitted_at":"2024-06-27T08:31:05Z","title":"A Reflective LLM-based Agent to Guide Zero-shot Cryptocurrency Trading"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.09546","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:ab0a394250c319cc42ce6b0ed5da3176dd9abbabc6ab48de637934bf758ef944","target":"record","created_at":"2026-07-05T08:43:32Z","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":"df97f459f9b8f145821a12a310d306d7c9bbe9cc1e869242350510792f4ef49b","cross_cats_sorted":["cs.SI"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"q-fin.TR","submitted_at":"2024-06-27T08:31:05Z","title_canon_sha256":"b5bfadd0a8b34ce51c9dfa81de956a054eebdaf1d1eae0400017ed09eead84c5"},"schema_version":"1.0","source":{"id":"2407.09546","kind":"arxiv","version":1}},"canonical_sha256":"2ac8fc0d8354de7f035133eb7490477dab396c649911ce4f1f277ad16b422237","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2ac8fc0d8354de7f035133eb7490477dab396c649911ce4f1f277ad16b422237","first_computed_at":"2026-07-05T08:43:32.129067Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:43:32.129067Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vdsDjcWtw2gioiZKiURS4EkmpVRnUC4asuBN3vh8fkJzF0v1l3Ei9rs8F+nqvjMCxReKEIDdDknobybvWvFGDg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:43:32.129468Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.09546","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ab0a394250c319cc42ce6b0ed5da3176dd9abbabc6ab48de637934bf758ef944","sha256:97e153dd9f81bd773b47e892964d74dc4fd9fe2a773f8b33f98297b5b37ee074"],"state_sha256":"726be936e159b270d737d6a6e72fb94b3fe6b9ea5ad20e70aed23a55e9dcbe8d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kWW+opATiR8wTVRikD+/AXwpwxwnBjADYCR1q+KmOmNf+Z8vqJiBEjOCMqGTsyc8hxPfTtN5iAETdU+vwRiKAw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T10:54:43.893555Z","bundle_sha256":"a6aab334041bfdce2b00d4e1ba146120610aa6ebb3498a31f37730b3441c4b51"}}