{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:U6WERKXMJ6446JXAGET5MMSV4E","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":"76b13990275d252c18fdb3d30136ca16b786d7ce6204e5075f59a103f0951e02","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-09T13:02:03Z","title_canon_sha256":"7d416fdd52820b2a796cb6e46f70f8b0f336e6f9388ab98f228f4ccae805a454"},"schema_version":"1.0","source":{"id":"2506.07720","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.07720","created_at":"2026-07-05T11:18:32Z"},{"alias_kind":"arxiv_version","alias_value":"2506.07720v1","created_at":"2026-07-05T11:18:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.07720","created_at":"2026-07-05T11:18:32Z"},{"alias_kind":"pith_short_12","alias_value":"U6WERKXMJ644","created_at":"2026-07-05T11:18:32Z"},{"alias_kind":"pith_short_16","alias_value":"U6WERKXMJ6446JXA","created_at":"2026-07-05T11:18:32Z"},{"alias_kind":"pith_short_8","alias_value":"U6WERKXM","created_at":"2026-07-05T11:18:32Z"}],"graph_snapshots":[{"event_id":"sha256:c200b3bcfaba81c078c44ac1fce1cfa00213e9310f1de394a0a148be96fdd7ef","target":"graph","created_at":"2026-07-05T11:18:32Z","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/2506.07720/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The Spiking Neural Network (SNN), a biologically inspired neural network infrastructure, has garnered significant attention recently. SNNs utilize binary spike activations for efficient information transmission, replacing multiplications with additions, thereby enhancing energy efficiency. However, binary spike activation maps often fail to capture sufficient data information, resulting in reduced accuracy. To address this challenge, we advocate reversing the bit of the weight and activation for SNNs, called \\textbf{ReverB-SNN}, inspired by recent findings that highlight greater accuracy degra","authors_text":"Weihang Peng, Xiaode Liu, Xin Tong, Yuanpei Chen, Yufei Guo, Yuhan Zhang, Zhe Ma, Zhou Jie","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-09T13:02:03Z","title":"ReverB-SNN: Reversing Bit of the Weight and Activation for Spiking Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.07720","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":"sha256:214988dd059833b6bfad388b87eb6d55c4952d8656dca937014ce4e64a054f8f","target":"record","created_at":"2026-07-05T11:18:32Z","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":"76b13990275d252c18fdb3d30136ca16b786d7ce6204e5075f59a103f0951e02","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-09T13:02:03Z","title_canon_sha256":"7d416fdd52820b2a796cb6e46f70f8b0f336e6f9388ab98f228f4ccae805a454"},"schema_version":"1.0","source":{"id":"2506.07720","kind":"arxiv","version":1}},"canonical_sha256":"a7ac48aaec4fb9cf26e03127d63255e11ce9775a25fdfd692485bed693f50eb4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a7ac48aaec4fb9cf26e03127d63255e11ce9775a25fdfd692485bed693f50eb4","first_computed_at":"2026-07-05T11:18:32.103791Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:18:32.103791Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bw9tmnfUskaBoK4rnocKyS1Z5e5BPM6mYbp9Dfaesj5/VBD/aJ/cZwWo0jH2sUzIgQcTZCxIXkPmW+NeURCABw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:18:32.104264Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.07720","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:214988dd059833b6bfad388b87eb6d55c4952d8656dca937014ce4e64a054f8f","sha256:c200b3bcfaba81c078c44ac1fce1cfa00213e9310f1de394a0a148be96fdd7ef"],"state_sha256":"80770ac249104ed0921b084f3a9ca0c1de70ea77ec71419b06128823da052886"}