{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:IA3KZK6J7GQOEYH2NS4ENTJQM4","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":"bf5ce69fa1777d8beec98d723f69eed8eb878017efd1cf63b05f996e79d7a3e9","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SP","submitted_at":"2025-01-22T16:12:38Z","title_canon_sha256":"d99ab1d9c14673f44a22b9b25790f1e997382878ed7f4917867bed174c0af50a"},"schema_version":"1.0","source":{"id":"2501.12983","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.12983","created_at":"2026-07-05T10:10:48Z"},{"alias_kind":"arxiv_version","alias_value":"2501.12983v2","created_at":"2026-07-05T10:10:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.12983","created_at":"2026-07-05T10:10:48Z"},{"alias_kind":"pith_short_12","alias_value":"IA3KZK6J7GQO","created_at":"2026-07-05T10:10:48Z"},{"alias_kind":"pith_short_16","alias_value":"IA3KZK6J7GQOEYH2","created_at":"2026-07-05T10:10:48Z"},{"alias_kind":"pith_short_8","alias_value":"IA3KZK6J","created_at":"2026-07-05T10:10:48Z"}],"graph_snapshots":[{"event_id":"sha256:aa87aae71e2e5cb5a7390577da1bed2a0ce05b79d01be43b4b264df0c4bf8a3b","target":"graph","created_at":"2026-07-05T10:10:48Z","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/2501.12983/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The wireless channel is fundamental to communication, encompassing numerous tasks collectively referred to as channel-associated tasks. These tasks can leverage joint learning based on channel characteristics to share representations and enhance system design. To capitalize on this advantage, LLM4WM is proposed--a large language model (LLM) multi-task fine-tuning framework specifically tailored for channel-associated tasks. This framework utilizes a Mixture of Experts with Low-Rank Adaptation (MoE-LoRA) approach for multi-task fine-tuning, enabling the transfer of the pre-trained LLM's general","authors_text":"Boxun Liu, Liuqing Yang, Shijian Gao, Xiang Cheng, Xuanyu Liu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SP","submitted_at":"2025-01-22T16:12:38Z","title":"LLM4WM: Adapting LLM for Wireless Multi-Tasking"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.12983","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:e5826d7e5e8d32d7d6e6ace87acdb8dc47e2430ba2155928315a7759fcb5a51b","target":"record","created_at":"2026-07-05T10:10:48Z","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":"bf5ce69fa1777d8beec98d723f69eed8eb878017efd1cf63b05f996e79d7a3e9","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SP","submitted_at":"2025-01-22T16:12:38Z","title_canon_sha256":"d99ab1d9c14673f44a22b9b25790f1e997382878ed7f4917867bed174c0af50a"},"schema_version":"1.0","source":{"id":"2501.12983","kind":"arxiv","version":2}},"canonical_sha256":"4036acabc9f9a0e260fa6cb846cd306700007d9275950ac4f148788de8787011","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4036acabc9f9a0e260fa6cb846cd306700007d9275950ac4f148788de8787011","first_computed_at":"2026-07-05T10:10:48.130784Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:10:48.130784Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"m2BMlXPYZ76sj1c5YyiKPlhJ9t0+vnSz0t2LwIhbXiB0vxVdrzmV7RyL13QbMYPjMhSddLhZCESyyHui1HwWDw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:10:48.131258Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.12983","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e5826d7e5e8d32d7d6e6ace87acdb8dc47e2430ba2155928315a7759fcb5a51b","sha256:aa87aae71e2e5cb5a7390577da1bed2a0ce05b79d01be43b4b264df0c4bf8a3b"],"state_sha256":"5d2b748615f2d76ab395bb0ad356b2e87ee60b0dfb02ce803549a3eeff818abf"}