{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:5OQBUADUDHXJYO2RODHY6PLD7T","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":"9e5dee746e340fad669b59ee755bc095c0db91e7d3680e6dac0975746b95cde1","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.AR","submitted_at":"2024-09-24T01:34:53Z","title_canon_sha256":"66b11e0db839f6cb069775de3a651358059d250b4895b5fb6bd1957673d4a477"},"schema_version":"1.0","source":{"id":"2409.15654","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.15654","created_at":"2026-07-05T09:10:58Z"},{"alias_kind":"arxiv_version","alias_value":"2409.15654v1","created_at":"2026-07-05T09:10:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.15654","created_at":"2026-07-05T09:10:58Z"},{"alias_kind":"pith_short_12","alias_value":"5OQBUADUDHXJ","created_at":"2026-07-05T09:10:58Z"},{"alias_kind":"pith_short_16","alias_value":"5OQBUADUDHXJYO2R","created_at":"2026-07-05T09:10:58Z"},{"alias_kind":"pith_short_8","alias_value":"5OQBUADU","created_at":"2026-07-05T09:10:58Z"}],"graph_snapshots":[{"event_id":"sha256:bf46f716fd609ddec50440ecaf9035afad14320dae75cda90e010c321be55dff","target":"graph","created_at":"2026-07-05T09:10:58Z","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/2409.15654/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Deploying advanced large language models on edge devices, such as smartphones and robotics, is a growing trend that enhances user data privacy and network connectivity resilience while preserving intelligent capabilities. However, such a task exhibits single-batch computing with incredibly low arithmetic intensity, which poses the significant challenges of huge memory footprint and bandwidth demands on limited edge resources. To address these issues, we introduce Cambricon-LLM, a chiplet-based hybrid architecture with NPU and a dedicated NAND flash chip to enable efficient on-device inference ","authors_text":"Di Huang, Jie Zhang, Qi Guo, Shengwen Liang, Tianshi Chen, Tianyun Ma, Tian Zhi, Xing Hu, Xinkai Song, Yifan Hao, Yongwei Zhao, Yunke Cai, Zhongkai Yu, Zidong Du, Ziyuan Nan","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.AR","submitted_at":"2024-09-24T01:34:53Z","title":"Cambricon-LLM: A Chiplet-Based Hybrid Architecture for On-Device Inference of 70B LLM"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.15654","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":"sha256:0aaa2ec6e68f664258b33c78400ab4f5e774c129e6bab62c8cfc25c3fc2f5af0","target":"record","created_at":"2026-07-05T09:10:58Z","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":"9e5dee746e340fad669b59ee755bc095c0db91e7d3680e6dac0975746b95cde1","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.AR","submitted_at":"2024-09-24T01:34:53Z","title_canon_sha256":"66b11e0db839f6cb069775de3a651358059d250b4895b5fb6bd1957673d4a477"},"schema_version":"1.0","source":{"id":"2409.15654","kind":"arxiv","version":1}},"canonical_sha256":"eba01a007419ee9c3b5170cf8f3d63fccbb8afadf86639dd97dbf7e331f133d7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"eba01a007419ee9c3b5170cf8f3d63fccbb8afadf86639dd97dbf7e331f133d7","first_computed_at":"2026-07-05T09:10:58.065727Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:10:58.065727Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LKas3X2Hu6BPTYczKX7cFC+eBlpcGwgIqIZphgtHgCW1Kpsohd7dd5cGPwJCOpiuoeOosXoJ9jCA0dK9rvDmAw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:10:58.066178Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.15654","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0aaa2ec6e68f664258b33c78400ab4f5e774c129e6bab62c8cfc25c3fc2f5af0","sha256:bf46f716fd609ddec50440ecaf9035afad14320dae75cda90e010c321be55dff"],"state_sha256":"96e2a80a7cad662a5c902663a6d0de27404d92f45540629222c0cc774dcf845d"}