{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:Z6GAXIYE5DGM3V2AABJY4N6JGB","short_pith_number":"pith:Z6GAXIYE","canonical_record":{"source":{"id":"2410.03399","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-04T13:03:43Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"9b336dd8c56e0fbf8337b478f1b5e2bee15d49e9660634c208f23545f07e6330","abstract_canon_sha256":"8e6dfa98679e214ccfbcb6498d9c4d9f45b02eb249c4253b3980af06e51073df"},"schema_version":"1.0"},"canonical_sha256":"cf8c0ba304e8cccdd74000538e37c930541c40d3e25328e1fc7557699c532ec6","source":{"kind":"arxiv","id":"2410.03399","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.03399","created_at":"2026-07-05T10:19:56Z"},{"alias_kind":"arxiv_version","alias_value":"2410.03399v2","created_at":"2026-07-05T10:19:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.03399","created_at":"2026-07-05T10:19:56Z"},{"alias_kind":"pith_short_12","alias_value":"Z6GAXIYE5DGM","created_at":"2026-07-05T10:19:56Z"},{"alias_kind":"pith_short_16","alias_value":"Z6GAXIYE5DGM3V2A","created_at":"2026-07-05T10:19:56Z"},{"alias_kind":"pith_short_8","alias_value":"Z6GAXIYE","created_at":"2026-07-05T10:19:56Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:Z6GAXIYE5DGM3V2AABJY4N6JGB","target":"record","payload":{"canonical_record":{"source":{"id":"2410.03399","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-04T13:03:43Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"9b336dd8c56e0fbf8337b478f1b5e2bee15d49e9660634c208f23545f07e6330","abstract_canon_sha256":"8e6dfa98679e214ccfbcb6498d9c4d9f45b02eb249c4253b3980af06e51073df"},"schema_version":"1.0"},"canonical_sha256":"cf8c0ba304e8cccdd74000538e37c930541c40d3e25328e1fc7557699c532ec6","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:19:56.062474Z","signature_b64":"z2EhZSQrYS9XqeUNrift4fIV085IxLgoSd7kjgT8LGyUYWeyRl44qB3WNe8Ny77vJB8hbHPt2WHx/xoqnrusBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"cf8c0ba304e8cccdd74000538e37c930541c40d3e25328e1fc7557699c532ec6","last_reissued_at":"2026-07-05T10:19:56.062006Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:19:56.062006Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.03399","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:19:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"khvHw+0uf3j7TowW0s6tAymnY0/OcalzFOEFX1oJ947I9OUX/HsFpkOzmkk/YPtq+OKQWRwKSqW4RsI/pwyjCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-08T02:31:52.342927Z"},"content_sha256":"9cc312626218f9fe7eb967b3729020b27f4530ef547f4ba1bed4c301900c3d7c","schema_version":"1.0","event_id":"sha256:9cc312626218f9fe7eb967b3729020b27f4530ef547f4ba1bed4c301900c3d7c"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:Z6GAXIYE5DGM3V2AABJY4N6JGB","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"EBES: Easy Benchmarking for Event Sequences","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Dmitry Osin, Egor Shvetsov, Evgeny Burnaev, Igor Udovichenko, Viktor Moskvoretskii","submitted_at":"2024-10-04T13:03:43Z","abstract_excerpt":"Event Sequences (EvS) refer to sequential data characterized by irregular sampling intervals and a mix of categorical and numerical features. Accurate classification of these sequences is crucial for various real-life applications, including healthcare, finance, and user interaction. Despite the popularity of the EvS classification task, there is currently no standardized benchmark or rigorous evaluation protocol. This lack of standardization makes it difficult to compare results across studies, which can result in unreliable conclusions and hinder progress in the field. To address this gap, w"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.03399","kind":"arxiv","version":2},"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/2410.03399/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":"2026-07-05T10:19:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ViAIAF50ZKiD9iv66FwQw9Kf9qDvOObeLBoCNMyd4hEOpQcR43qf7iXdmjhpAosY0g3tRKszqu/X6ZtHXIspBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-08T02:31:52.343343Z"},"content_sha256":"ed9f6a76170b24c7a47688975c954bc1678d66bfa19107bfabd98db94fda1fe1","schema_version":"1.0","event_id":"sha256:ed9f6a76170b24c7a47688975c954bc1678d66bfa19107bfabd98db94fda1fe1"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/Z6GAXIYE5DGM3V2AABJY4N6JGB/bundle.json","state_url":"https://pith.science/pith/Z6GAXIYE5DGM3V2AABJY4N6JGB/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/Z6GAXIYE5DGM3V2AABJY4N6JGB/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":"2026-07-08T02:31:52Z","links":{"resolver":"https://pith.science/pith/Z6GAXIYE5DGM3V2AABJY4N6JGB","bundle":"https://pith.science/pith/Z6GAXIYE5DGM3V2AABJY4N6JGB/bundle.json","state":"https://pith.science/pith/Z6GAXIYE5DGM3V2AABJY4N6JGB/state.json","well_known_bundle":"https://pith.science/.well-known/pith/Z6GAXIYE5DGM3V2AABJY4N6JGB/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:Z6GAXIYE5DGM3V2AABJY4N6JGB","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":"8e6dfa98679e214ccfbcb6498d9c4d9f45b02eb249c4253b3980af06e51073df","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-04T13:03:43Z","title_canon_sha256":"9b336dd8c56e0fbf8337b478f1b5e2bee15d49e9660634c208f23545f07e6330"},"schema_version":"1.0","source":{"id":"2410.03399","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.03399","created_at":"2026-07-05T10:19:56Z"},{"alias_kind":"arxiv_version","alias_value":"2410.03399v2","created_at":"2026-07-05T10:19:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.03399","created_at":"2026-07-05T10:19:56Z"},{"alias_kind":"pith_short_12","alias_value":"Z6GAXIYE5DGM","created_at":"2026-07-05T10:19:56Z"},{"alias_kind":"pith_short_16","alias_value":"Z6GAXIYE5DGM3V2A","created_at":"2026-07-05T10:19:56Z"},{"alias_kind":"pith_short_8","alias_value":"Z6GAXIYE","created_at":"2026-07-05T10:19:56Z"}],"graph_snapshots":[{"event_id":"sha256:ed9f6a76170b24c7a47688975c954bc1678d66bfa19107bfabd98db94fda1fe1","target":"graph","created_at":"2026-07-05T10:19:56Z","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/2410.03399/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Event Sequences (EvS) refer to sequential data characterized by irregular sampling intervals and a mix of categorical and numerical features. Accurate classification of these sequences is crucial for various real-life applications, including healthcare, finance, and user interaction. Despite the popularity of the EvS classification task, there is currently no standardized benchmark or rigorous evaluation protocol. This lack of standardization makes it difficult to compare results across studies, which can result in unreliable conclusions and hinder progress in the field. To address this gap, w","authors_text":"Dmitry Osin, Egor Shvetsov, Evgeny Burnaev, Igor Udovichenko, Viktor Moskvoretskii","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-04T13:03:43Z","title":"EBES: Easy Benchmarking for Event Sequences"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.03399","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":"sha256:9cc312626218f9fe7eb967b3729020b27f4530ef547f4ba1bed4c301900c3d7c","target":"record","created_at":"2026-07-05T10:19:56Z","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":"8e6dfa98679e214ccfbcb6498d9c4d9f45b02eb249c4253b3980af06e51073df","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-04T13:03:43Z","title_canon_sha256":"9b336dd8c56e0fbf8337b478f1b5e2bee15d49e9660634c208f23545f07e6330"},"schema_version":"1.0","source":{"id":"2410.03399","kind":"arxiv","version":2}},"canonical_sha256":"cf8c0ba304e8cccdd74000538e37c930541c40d3e25328e1fc7557699c532ec6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cf8c0ba304e8cccdd74000538e37c930541c40d3e25328e1fc7557699c532ec6","first_computed_at":"2026-07-05T10:19:56.062006Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:19:56.062006Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"z2EhZSQrYS9XqeUNrift4fIV085IxLgoSd7kjgT8LGyUYWeyRl44qB3WNe8Ny77vJB8hbHPt2WHx/xoqnrusBA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:19:56.062474Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.03399","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9cc312626218f9fe7eb967b3729020b27f4530ef547f4ba1bed4c301900c3d7c","sha256:ed9f6a76170b24c7a47688975c954bc1678d66bfa19107bfabd98db94fda1fe1"],"state_sha256":"6fce34dd98520b7eef7cf19c27830e7f3b60678a155afd75af08f40e8a18b86e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"n9DcO089vFQGK+zMcGz9Ry7WQRx6f3fvOmVIx5UFmGH9a3STbuxbAeMUekS+gXGuKdJLtjqxyU/BjmTWGMl9CQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-08T02:31:52.346957Z","bundle_sha256":"4503d02e4ca87b4d810c4a90cd96bf7f8318c3f0323485452af9a912e91b8cb5"}}