{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:JYMIR5HUISXCF3CRMWRBHS4A4V","short_pith_number":"pith:JYMIR5HU","canonical_record":{"source":{"id":"2311.11288","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-11-19T10:24:39Z","cross_cats_sorted":[],"title_canon_sha256":"4062cf34090ace6ba7b42c51afc5e8f06a021351c276a5fba813b1f762e185c5","abstract_canon_sha256":"9df1f3b20246fa167956c0278eb3243afffad7307dce716eb29697e29c92b83e"},"schema_version":"1.0"},"canonical_sha256":"4e1888f4f444ae22ec5165a213cb80e557ff8867b2d2fbfc4906064ca5d543ba","source":{"kind":"arxiv","id":"2311.11288","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.11288","created_at":"2026-07-05T07:14:30Z"},{"alias_kind":"arxiv_version","alias_value":"2311.11288v1","created_at":"2026-07-05T07:14:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.11288","created_at":"2026-07-05T07:14:30Z"},{"alias_kind":"pith_short_12","alias_value":"JYMIR5HUISXC","created_at":"2026-07-05T07:14:30Z"},{"alias_kind":"pith_short_16","alias_value":"JYMIR5HUISXCF3CR","created_at":"2026-07-05T07:14:30Z"},{"alias_kind":"pith_short_8","alias_value":"JYMIR5HU","created_at":"2026-07-05T07:14:30Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:JYMIR5HUISXCF3CRMWRBHS4A4V","target":"record","payload":{"canonical_record":{"source":{"id":"2311.11288","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-11-19T10:24:39Z","cross_cats_sorted":[],"title_canon_sha256":"4062cf34090ace6ba7b42c51afc5e8f06a021351c276a5fba813b1f762e185c5","abstract_canon_sha256":"9df1f3b20246fa167956c0278eb3243afffad7307dce716eb29697e29c92b83e"},"schema_version":"1.0"},"canonical_sha256":"4e1888f4f444ae22ec5165a213cb80e557ff8867b2d2fbfc4906064ca5d543ba","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:14:30.885362Z","signature_b64":"kmNeP6X7f88PMnE+jycNqtnUZRzGhE9NjKBK/P3OLcl7OqtvnydVYlQwT1FFES2mwmO2eban87kZsvGm0bmuDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4e1888f4f444ae22ec5165a213cb80e557ff8867b2d2fbfc4906064ca5d543ba","last_reissued_at":"2026-07-05T07:14:30.884915Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:14:30.884915Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2311.11288","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":"2026-07-05T07:14:30Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"vGKx3qF65DjSicviYMZA+X29gSHfPazg8Z6yine3p6x30z5iy/SNarMJQSDkmQeikw3w2Lanx4BL5Mp6yBuDDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T07:15:35.576164Z"},"content_sha256":"8d6e27274ffd10f501da7cf6bbc08871d9bbcd7874b9ae08dce33e9dde27e792","schema_version":"1.0","event_id":"sha256:8d6e27274ffd10f501da7cf6bbc08871d9bbcd7874b9ae08dce33e9dde27e792"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:JYMIR5HUISXCF3CRMWRBHS4A4V","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"What Lies beyond the Pareto Front? A Survey on Decision-Support Methods for Multi-Objective Optimization","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Diederik M. Roijers, Frans A. Oliehoek, Jazmin Zatarain Salazar, Pradeep K. Murukannaiah, Zuzanna Osika","submitted_at":"2023-11-19T10:24:39Z","abstract_excerpt":"We present a review that unifies decision-support methods for exploring the solutions produced by multi-objective optimization (MOO) algorithms. As MOO is applied to solve diverse problems, approaches for analyzing the trade-offs offered by MOO algorithms are scattered across fields. We provide an overview of the advances on this topic, including methods for visualization, mining the solution set, and uncertainty exploration as well as emerging research directions, including interactivity, explainability, and ethics. We synthesize these methods drawing from different fields of research to buil"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.11288","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/2311.11288/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":"2026-07-05T07:14:30Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"vH795Sc2T4VOuxUFKeiP4/RhoCno39kEBQQYbi3l7e3gUOvdONGYSOQVzxK6ZqDutAphpIwWeMKEqUqMrDKlAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T07:15:35.576567Z"},"content_sha256":"0fadba30a07f411f233e7071867acfe7d0bc81861260c8f1352f1b99868a6d78","schema_version":"1.0","event_id":"sha256:0fadba30a07f411f233e7071867acfe7d0bc81861260c8f1352f1b99868a6d78"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/JYMIR5HUISXCF3CRMWRBHS4A4V/bundle.json","state_url":"https://pith.science/pith/JYMIR5HUISXCF3CRMWRBHS4A4V/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/JYMIR5HUISXCF3CRMWRBHS4A4V/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":"2026-07-07T07:15:35Z","links":{"resolver":"https://pith.science/pith/JYMIR5HUISXCF3CRMWRBHS4A4V","bundle":"https://pith.science/pith/JYMIR5HUISXCF3CRMWRBHS4A4V/bundle.json","state":"https://pith.science/pith/JYMIR5HUISXCF3CRMWRBHS4A4V/state.json","well_known_bundle":"https://pith.science/.well-known/pith/JYMIR5HUISXCF3CRMWRBHS4A4V/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:JYMIR5HUISXCF3CRMWRBHS4A4V","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":"9df1f3b20246fa167956c0278eb3243afffad7307dce716eb29697e29c92b83e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-11-19T10:24:39Z","title_canon_sha256":"4062cf34090ace6ba7b42c51afc5e8f06a021351c276a5fba813b1f762e185c5"},"schema_version":"1.0","source":{"id":"2311.11288","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.11288","created_at":"2026-07-05T07:14:30Z"},{"alias_kind":"arxiv_version","alias_value":"2311.11288v1","created_at":"2026-07-05T07:14:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.11288","created_at":"2026-07-05T07:14:30Z"},{"alias_kind":"pith_short_12","alias_value":"JYMIR5HUISXC","created_at":"2026-07-05T07:14:30Z"},{"alias_kind":"pith_short_16","alias_value":"JYMIR5HUISXCF3CR","created_at":"2026-07-05T07:14:30Z"},{"alias_kind":"pith_short_8","alias_value":"JYMIR5HU","created_at":"2026-07-05T07:14:30Z"}],"graph_snapshots":[{"event_id":"sha256:0fadba30a07f411f233e7071867acfe7d0bc81861260c8f1352f1b99868a6d78","target":"graph","created_at":"2026-07-05T07:14:30Z","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/2311.11288/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present a review that unifies decision-support methods for exploring the solutions produced by multi-objective optimization (MOO) algorithms. As MOO is applied to solve diverse problems, approaches for analyzing the trade-offs offered by MOO algorithms are scattered across fields. We provide an overview of the advances on this topic, including methods for visualization, mining the solution set, and uncertainty exploration as well as emerging research directions, including interactivity, explainability, and ethics. We synthesize these methods drawing from different fields of research to buil","authors_text":"Diederik M. Roijers, Frans A. Oliehoek, Jazmin Zatarain Salazar, Pradeep K. Murukannaiah, Zuzanna Osika","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-11-19T10:24:39Z","title":"What Lies beyond the Pareto Front? A Survey on Decision-Support Methods for Multi-Objective Optimization"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.11288","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":"sha256:8d6e27274ffd10f501da7cf6bbc08871d9bbcd7874b9ae08dce33e9dde27e792","target":"record","created_at":"2026-07-05T07:14:30Z","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":"9df1f3b20246fa167956c0278eb3243afffad7307dce716eb29697e29c92b83e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-11-19T10:24:39Z","title_canon_sha256":"4062cf34090ace6ba7b42c51afc5e8f06a021351c276a5fba813b1f762e185c5"},"schema_version":"1.0","source":{"id":"2311.11288","kind":"arxiv","version":1}},"canonical_sha256":"4e1888f4f444ae22ec5165a213cb80e557ff8867b2d2fbfc4906064ca5d543ba","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4e1888f4f444ae22ec5165a213cb80e557ff8867b2d2fbfc4906064ca5d543ba","first_computed_at":"2026-07-05T07:14:30.884915Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:14:30.884915Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kmNeP6X7f88PMnE+jycNqtnUZRzGhE9NjKBK/P3OLcl7OqtvnydVYlQwT1FFES2mwmO2eban87kZsvGm0bmuDw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:14:30.885362Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.11288","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8d6e27274ffd10f501da7cf6bbc08871d9bbcd7874b9ae08dce33e9dde27e792","sha256:0fadba30a07f411f233e7071867acfe7d0bc81861260c8f1352f1b99868a6d78"],"state_sha256":"d71cf9e2bf646777adc94edb58ea296531ea5707b67b241d0a5db33b303a53e2"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7K9KVp8Lo9/QZN/6sfvJ+1HjpqsL73hssbg5ivofvXqaga1yEO3I/CrNlUaMXV7zUatCPXnkQeoaj9WvLJURDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T07:15:35.578896Z","bundle_sha256":"48a01710ebce81dff7038090c96c3b701d4d4ab59faf0e939449b8736c209076"}}