{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:QOXYNLQWRX3I4RYLILU2WOEXHL","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":"b79d55d3274ebea5eb9ab9a17027ceddfde04b0dabad35eae3731619ac30fc0c","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-06-03T10:30:09Z","title_canon_sha256":"cd96b517acec099d88d173c3e0a70d8be7dc3bc617e6cfad3cf8dee8081fae93"},"schema_version":"1.0","source":{"id":"2606.04703","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.04703","created_at":"2026-06-04T01:09:25Z"},{"alias_kind":"arxiv_version","alias_value":"2606.04703v1","created_at":"2026-06-04T01:09:25Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.04703","created_at":"2026-06-04T01:09:25Z"},{"alias_kind":"pith_short_12","alias_value":"QOXYNLQWRX3I","created_at":"2026-06-04T01:09:25Z"},{"alias_kind":"pith_short_16","alias_value":"QOXYNLQWRX3I4RYL","created_at":"2026-06-04T01:09:25Z"},{"alias_kind":"pith_short_8","alias_value":"QOXYNLQW","created_at":"2026-06-04T01:09:25Z"}],"graph_snapshots":[{"event_id":"sha256:7707c9f059d42413d72685d318c952efd5a4cffce88e0f8f32f93f0c23b0a4f6","target":"graph","created_at":"2026-06-04T01:09:25Z","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/2606.04703/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Experience internalization converts contextual experience from past interactions into reusable parametric capability, offering a promising path toward continual learning in large language models (LLMs). While prior work has predominantly focused on single-iteration transfer, we discover that under multi-iteration experience learning, existing methods suffer from a progressive capability collapse rather than compounding improvement. We systematically examine this failure through three vital dimensions of experience internalization: (1) Experience Granularity: We find that principle-level experi","authors_text":"Chenxing Sun, Jingwen Chen, Ke Zeng, Lu Pan, Shaodong Zheng, Shengda Fan, Wenbo Nie, Wenkai Yang, Yangen Hu, Yankai Lin","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-06-03T10:30:09Z","title":"Rethinking Continual Experience Internalization for Self-Evolving LLM Agents"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.04703","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:dceccbfd9a6a1feebf3705697d5eb9f20714f3ea805ea40c9494dfd313ad3ffb","target":"record","created_at":"2026-06-04T01:09:25Z","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":"b79d55d3274ebea5eb9ab9a17027ceddfde04b0dabad35eae3731619ac30fc0c","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-06-03T10:30:09Z","title_canon_sha256":"cd96b517acec099d88d173c3e0a70d8be7dc3bc617e6cfad3cf8dee8081fae93"},"schema_version":"1.0","source":{"id":"2606.04703","kind":"arxiv","version":1}},"canonical_sha256":"83af86ae168df68e470b42e9ab38973ae82e4bf36bd1278cf50fb889dacc7b35","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"83af86ae168df68e470b42e9ab38973ae82e4bf36bd1278cf50fb889dacc7b35","first_computed_at":"2026-06-04T01:09:25.749346Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-04T01:09:25.749346Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"OhbThqNiY6ZoGHCefF2WQ0BZh/4UtHxRPJBqDKIybvf0ume9ud1D+w6fn4XKhXkwPN97l63AGnmEksDiOST0Bw==","signature_status":"signed_v1","signed_at":"2026-06-04T01:09:25.749853Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.04703","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:dceccbfd9a6a1feebf3705697d5eb9f20714f3ea805ea40c9494dfd313ad3ffb","sha256:7707c9f059d42413d72685d318c952efd5a4cffce88e0f8f32f93f0c23b0a4f6"],"state_sha256":"5fa17d543a0cb0b7184d3cc72bbdc5f8dd2a840baa9c339414479997ec9ad1be"}