{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:ODY7WBKNR6HK5GKNHSZVEEMYV3","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":"7df72591ae537846457de4c3d5315ca525f54578fc34742653f6e2af3a0478e8","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-06T07:07:15Z","title_canon_sha256":"415b439d9e3da2f647da69b277111fcc278ffcb2aeaf906dd8eda46c9ed36c01"},"schema_version":"1.0","source":{"id":"2302.02596","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.02596","created_at":"2026-07-05T06:24:11Z"},{"alias_kind":"arxiv_version","alias_value":"2302.02596v3","created_at":"2026-07-05T06:24:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.02596","created_at":"2026-07-05T06:24:11Z"},{"alias_kind":"pith_short_12","alias_value":"ODY7WBKNR6HK","created_at":"2026-07-05T06:24:11Z"},{"alias_kind":"pith_short_16","alias_value":"ODY7WBKNR6HK5GKN","created_at":"2026-07-05T06:24:11Z"},{"alias_kind":"pith_short_8","alias_value":"ODY7WBKN","created_at":"2026-07-05T06:24:11Z"}],"graph_snapshots":[{"event_id":"sha256:e93844fa0f53bdb13a927aab6052ea9cb764f1dd08319a486dbc4e58ddb7570d","target":"graph","created_at":"2026-07-05T06:24:11Z","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/2302.02596/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This article does not propose any novel algorithm or new hardware for sparsity. Instead, it aims to serve the \"common good\" for the increasingly prosperous Sparse Neural Network (SNN) research community. We attempt to summarize some most common confusions in SNNs, that one may come across in various scenarios such as paper review/rebuttal and talks - many drawn from the authors' own bittersweet experiences! We feel that doing so is meaningful and timely, since the focus of SNN research is notably shifting from traditional pruning to more diverse and profound forms of sparsity before, during, a","authors_text":"Shiwei Liu, Zhangyang Wang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-06T07:07:15Z","title":"Ten Lessons We Have Learned in the New \"Sparseland\": A Short Handbook for Sparse Neural Network Researchers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.02596","kind":"arxiv","version":3},"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:e4a9d274961572ca3b7da00324067e272d5e1d8468d4e4cea784d12623a79e8d","target":"record","created_at":"2026-07-05T06:24:11Z","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":"7df72591ae537846457de4c3d5315ca525f54578fc34742653f6e2af3a0478e8","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-06T07:07:15Z","title_canon_sha256":"415b439d9e3da2f647da69b277111fcc278ffcb2aeaf906dd8eda46c9ed36c01"},"schema_version":"1.0","source":{"id":"2302.02596","kind":"arxiv","version":3}},"canonical_sha256":"70f1fb054d8f8eae994d3cb3521198aec463e5c9ba2099d602b841a053947af8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"70f1fb054d8f8eae994d3cb3521198aec463e5c9ba2099d602b841a053947af8","first_computed_at":"2026-07-05T06:24:11.390027Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:24:11.390027Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"pyTTZay84WhNTznlqbHFUeQqMl+QBGr5jaBVsQypGvQ3UFkEzmgafSCZuMaxtgEGAfsn9F2nRlO+EFzLm1Z1AQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:24:11.390373Z","signed_message":"canonical_sha256_bytes"},"source_id":"2302.02596","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e4a9d274961572ca3b7da00324067e272d5e1d8468d4e4cea784d12623a79e8d","sha256:e93844fa0f53bdb13a927aab6052ea9cb764f1dd08319a486dbc4e58ddb7570d"],"state_sha256":"ebe265edef6a3c300c63a4d36bbe926419466f875616673c9d13b0aa51d82767"}