{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:IHQDFE6SHQQNPP6FFQFOCMKL4J","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":"90500c24172dc65e146507a6809998c0a9850a59994ce5a63db179d99d93f604","cross_cats_sorted":["cs.CV","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2018-07-31T09:24:57Z","title_canon_sha256":"e749423cd1dfc1fd65c89ec0ca5006b62780bd18d332bff4b3c85f0036f786ce"},"schema_version":"1.0","source":{"id":"1808.04311","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1808.04311","created_at":"2026-05-18T00:02:15Z"},{"alias_kind":"arxiv_version","alias_value":"1808.04311v2","created_at":"2026-05-18T00:02:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1808.04311","created_at":"2026-05-18T00:02:15Z"},{"alias_kind":"pith_short_12","alias_value":"IHQDFE6SHQQN","created_at":"2026-05-18T12:32:31Z"},{"alias_kind":"pith_short_16","alias_value":"IHQDFE6SHQQNPP6F","created_at":"2026-05-18T12:32:31Z"},{"alias_kind":"pith_short_8","alias_value":"IHQDFE6S","created_at":"2026-05-18T12:32:31Z"}],"graph_snapshots":[{"event_id":"sha256:d94cbeebb512f3ea359f741d6bc0706278b6c1fab16dcf7d66c780b28bedc72c","target":"graph","created_at":"2026-05-18T00:02:15Z","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"},"paper":{"abstract_excerpt":"Neural network accelerators with low latency and low energy consumption are desirable for edge computing. To create such accelerators, we propose a design flow for accelerating the extremely low bit-width neural network (ELB-NN) in embedded FPGAs with hybrid quantization schemes. This flow covers both network training and FPGA-based network deployment, which facilitates the design space exploration and simplifies the tradeoff between network accuracy and computation efficiency. Using this flow helps hardware designers to deliver a network accelerator in edge devices under strict resource and p","authors_text":"Chao Zhu, Deming Chen, Junsong Wang, Qiuwen Lou, Xiaofan Zhang, Yonghua Lin","cross_cats":["cs.CV","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2018-07-31T09:24:57Z","title":"Design Flow of Accelerating Hybrid Extremely Low Bit-width Neural Network in Embedded FPGA"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1808.04311","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":"sha256:8308c84b8a6c53f5d6ffad9efa32fe2055f8febf129b5c91adcad155f57b0934","target":"record","created_at":"2026-05-18T00:02:15Z","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":"90500c24172dc65e146507a6809998c0a9850a59994ce5a63db179d99d93f604","cross_cats_sorted":["cs.CV","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2018-07-31T09:24:57Z","title_canon_sha256":"e749423cd1dfc1fd65c89ec0ca5006b62780bd18d332bff4b3c85f0036f786ce"},"schema_version":"1.0","source":{"id":"1808.04311","kind":"arxiv","version":2}},"canonical_sha256":"41e03293d23c20d7bfc52c0ae1314be24d3546d846cc320c7ea6b37fcc50fc97","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"41e03293d23c20d7bfc52c0ae1314be24d3546d846cc320c7ea6b37fcc50fc97","first_computed_at":"2026-05-18T00:02:15.786542Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:02:15.786542Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9JyTSO3Y58WjCHyXJYk/BpbGkqlsFjLxYQKZX/BzPG1ZMaogAi38v0i1Q8QCEaqTIyKCMSzYFlVKspOyQMigBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:02:15.787363Z","signed_message":"canonical_sha256_bytes"},"source_id":"1808.04311","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8308c84b8a6c53f5d6ffad9efa32fe2055f8febf129b5c91adcad155f57b0934","sha256:d94cbeebb512f3ea359f741d6bc0706278b6c1fab16dcf7d66c780b28bedc72c"],"state_sha256":"57d2ebf891bc85d0f99d3804f509cd48488c6a5c15e19a70fe62983b49a53798"}