{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:ZGSJA7BHTMTSQLVDEJG6WPNZDX","short_pith_number":"pith:ZGSJA7BH","canonical_record":{"source":{"id":"2605.28773","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-05-27T17:35:34Z","cross_cats_sorted":["cs.AI","cs.LG","cs.MA","cs.MM"],"title_canon_sha256":"16833ff48da4dc5ccf1c6d3c3aa289486a537e73b1e978c1172b5e4cba9c7463","abstract_canon_sha256":"1f55c28eec02425cade3b196841a5a18b6903549d61bb8fd65cf27c4d9f0477d"},"schema_version":"1.0"},"canonical_sha256":"c9a4907c279b27282ea3224deb3db91dcc2458c0fd63bbed345ec68f488fabd9","source":{"kind":"arxiv","id":"2605.28773","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.28773","created_at":"2026-05-28T02:05:02Z"},{"alias_kind":"arxiv_version","alias_value":"2605.28773v1","created_at":"2026-05-28T02:05:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.28773","created_at":"2026-05-28T02:05:02Z"},{"alias_kind":"pith_short_12","alias_value":"ZGSJA7BHTMTS","created_at":"2026-05-28T02:05:02Z"},{"alias_kind":"pith_short_16","alias_value":"ZGSJA7BHTMTSQLVD","created_at":"2026-05-28T02:05:02Z"},{"alias_kind":"pith_short_8","alias_value":"ZGSJA7BH","created_at":"2026-05-28T02:05:02Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:ZGSJA7BHTMTSQLVDEJG6WPNZDX","target":"record","payload":{"canonical_record":{"source":{"id":"2605.28773","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-05-27T17:35:34Z","cross_cats_sorted":["cs.AI","cs.LG","cs.MA","cs.MM"],"title_canon_sha256":"16833ff48da4dc5ccf1c6d3c3aa289486a537e73b1e978c1172b5e4cba9c7463","abstract_canon_sha256":"1f55c28eec02425cade3b196841a5a18b6903549d61bb8fd65cf27c4d9f0477d"},"schema_version":"1.0"},"canonical_sha256":"c9a4907c279b27282ea3224deb3db91dcc2458c0fd63bbed345ec68f488fabd9","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-28T02:05:02.671932Z","signature_b64":"zuEKP5jrNzJdwBkQlwReOW1JZf2GXsUi5xQ4YT2hlSCkX0kLqOxmQyrayx1onaRRGgWZ+Rkikw9XCNQC8DlyAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c9a4907c279b27282ea3224deb3db91dcc2458c0fd63bbed345ec68f488fabd9","last_reissued_at":"2026-05-28T02:05:02.671423Z","signature_status":"signed_v1","first_computed_at":"2026-05-28T02:05:02.671423Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2605.28773","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":"2026-05-28T02:05:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zOn1hKxerxw4ORwjBxRFRIirHe/GwjhHrjF7kYC8zfrj4wVvY2Jhlo8ZPL0o5FqV/t2Mkdy3lQMvt0lTDGJhCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-30T10:33:20.556881Z"},"content_sha256":"480eed93e29ccfaea505e48927881f5478456a0f60bac12841dfe59a930c03e3","schema_version":"1.0","event_id":"sha256:480eed93e29ccfaea505e48927881f5478456a0f60bac12841dfe59a930c03e3"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:ZGSJA7BHTMTSQLVDEJG6WPNZDX","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Rethinking Memory as Continuously Evolving Connectivity","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG","cs.MA","cs.MM"],"primary_cat":"cs.CL","authors_text":"Baohua Dong, Buqiang Xu, Feiyu Xiong, Gang Yu, Guozhou Zheng, Hangcheng Zhu, Haofen Wang, Haoliang Cao, Huajun Chen, Jizhan Fang, Ningyu Zhang, Ruohui Huang, Xinle Deng, Ying Wei, Zhixian Wang","submitted_at":"2026-05-27T17:35:34Z","abstract_excerpt":"Existing memory-augmented LLM agents often treat memory as a static repository with pre-defined representations and fixed retrieval pipelines, which is brittle in dynamic agentic environments where feedback, task variation, and heterogeneous signals continuously reshape what should be remembered and how it should be connected. To address this, we propose FluxMem, a connectivity-evolving memory framework that models memory as a heterogeneous graph and progressively refines its topology through three stages: initial connection formation, feedback-driven refinement, and long-term consolidation. D"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.28773","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/2605.28773/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":"2026-05-28T02:05:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LsWRSfRwEwYWrMIWO59jU1oofUd3kirBFF7j0aygst1Hwbm3IUTTXfCBTnU6ofwULLy96BnbWeX+S8viXxLTAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-30T10:33:20.557631Z"},"content_sha256":"fe39250b827e17cd2d06342da7ee438559b465aaa9e775a5b1b4202d30054269","schema_version":"1.0","event_id":"sha256:fe39250b827e17cd2d06342da7ee438559b465aaa9e775a5b1b4202d30054269"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ZGSJA7BHTMTSQLVDEJG6WPNZDX/bundle.json","state_url":"https://pith.science/pith/ZGSJA7BHTMTSQLVDEJG6WPNZDX/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ZGSJA7BHTMTSQLVDEJG6WPNZDX/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":"2026-05-30T10:33:20Z","links":{"resolver":"https://pith.science/pith/ZGSJA7BHTMTSQLVDEJG6WPNZDX","bundle":"https://pith.science/pith/ZGSJA7BHTMTSQLVDEJG6WPNZDX/bundle.json","state":"https://pith.science/pith/ZGSJA7BHTMTSQLVDEJG6WPNZDX/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ZGSJA7BHTMTSQLVDEJG6WPNZDX/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:ZGSJA7BHTMTSQLVDEJG6WPNZDX","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":"1f55c28eec02425cade3b196841a5a18b6903549d61bb8fd65cf27c4d9f0477d","cross_cats_sorted":["cs.AI","cs.LG","cs.MA","cs.MM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-05-27T17:35:34Z","title_canon_sha256":"16833ff48da4dc5ccf1c6d3c3aa289486a537e73b1e978c1172b5e4cba9c7463"},"schema_version":"1.0","source":{"id":"2605.28773","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.28773","created_at":"2026-05-28T02:05:02Z"},{"alias_kind":"arxiv_version","alias_value":"2605.28773v1","created_at":"2026-05-28T02:05:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.28773","created_at":"2026-05-28T02:05:02Z"},{"alias_kind":"pith_short_12","alias_value":"ZGSJA7BHTMTS","created_at":"2026-05-28T02:05:02Z"},{"alias_kind":"pith_short_16","alias_value":"ZGSJA7BHTMTSQLVD","created_at":"2026-05-28T02:05:02Z"},{"alias_kind":"pith_short_8","alias_value":"ZGSJA7BH","created_at":"2026-05-28T02:05:02Z"}],"graph_snapshots":[{"event_id":"sha256:fe39250b827e17cd2d06342da7ee438559b465aaa9e775a5b1b4202d30054269","target":"graph","created_at":"2026-05-28T02:05:02Z","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/2605.28773/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Existing memory-augmented LLM agents often treat memory as a static repository with pre-defined representations and fixed retrieval pipelines, which is brittle in dynamic agentic environments where feedback, task variation, and heterogeneous signals continuously reshape what should be remembered and how it should be connected. To address this, we propose FluxMem, a connectivity-evolving memory framework that models memory as a heterogeneous graph and progressively refines its topology through three stages: initial connection formation, feedback-driven refinement, and long-term consolidation. D","authors_text":"Baohua Dong, Buqiang Xu, Feiyu Xiong, Gang Yu, Guozhou Zheng, Hangcheng Zhu, Haofen Wang, Haoliang Cao, Huajun Chen, Jizhan Fang, Ningyu Zhang, Ruohui Huang, Xinle Deng, Ying Wei, Zhixian Wang","cross_cats":["cs.AI","cs.LG","cs.MA","cs.MM"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-05-27T17:35:34Z","title":"Rethinking Memory as Continuously Evolving Connectivity"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.28773","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":"sha256:480eed93e29ccfaea505e48927881f5478456a0f60bac12841dfe59a930c03e3","target":"record","created_at":"2026-05-28T02:05:02Z","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":"1f55c28eec02425cade3b196841a5a18b6903549d61bb8fd65cf27c4d9f0477d","cross_cats_sorted":["cs.AI","cs.LG","cs.MA","cs.MM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-05-27T17:35:34Z","title_canon_sha256":"16833ff48da4dc5ccf1c6d3c3aa289486a537e73b1e978c1172b5e4cba9c7463"},"schema_version":"1.0","source":{"id":"2605.28773","kind":"arxiv","version":1}},"canonical_sha256":"c9a4907c279b27282ea3224deb3db91dcc2458c0fd63bbed345ec68f488fabd9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c9a4907c279b27282ea3224deb3db91dcc2458c0fd63bbed345ec68f488fabd9","first_computed_at":"2026-05-28T02:05:02.671423Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-28T02:05:02.671423Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zuEKP5jrNzJdwBkQlwReOW1JZf2GXsUi5xQ4YT2hlSCkX0kLqOxmQyrayx1onaRRGgWZ+Rkikw9XCNQC8DlyAw==","signature_status":"signed_v1","signed_at":"2026-05-28T02:05:02.671932Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.28773","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:480eed93e29ccfaea505e48927881f5478456a0f60bac12841dfe59a930c03e3","sha256:fe39250b827e17cd2d06342da7ee438559b465aaa9e775a5b1b4202d30054269"],"state_sha256":"650d81a487f3d4e82f6349205809555206e0b78f4d78c36c13736a69322e6c5c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"sXVvObF0j9vAHFhELa4uyMwp5C9Z4Mkv3onQHU4b+CuHxToMjlPrcmLiPWGGqWxMWI2Gwyufm64quIClX2XiAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-30T10:33:20.562584Z","bundle_sha256":"0b1ba659f5e92d97b9b175fd4af2bba77fc4366a906528773fd12925ada74a32"}}