{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:N6WXO6SPZAB22SFJ3GFCWPBFZY","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":"a5349606d1a1bee7958baf01e4cdbd7f6f03fa460906a710d36891e07bb7315c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AR","submitted_at":"2024-11-20T06:03:56Z","title_canon_sha256":"a8b826faacaa224f3d239a1b318d371caa195ebb6db6bcc37335c8b2ea690836"},"schema_version":"1.0","source":{"id":"2411.13054","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.13054","created_at":"2026-07-05T09:38:04Z"},{"alias_kind":"arxiv_version","alias_value":"2411.13054v1","created_at":"2026-07-05T09:38:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.13054","created_at":"2026-07-05T09:38:04Z"},{"alias_kind":"pith_short_12","alias_value":"N6WXO6SPZAB2","created_at":"2026-07-05T09:38:04Z"},{"alias_kind":"pith_short_16","alias_value":"N6WXO6SPZAB22SFJ","created_at":"2026-07-05T09:38:04Z"},{"alias_kind":"pith_short_8","alias_value":"N6WXO6SP","created_at":"2026-07-05T09:38:04Z"}],"graph_snapshots":[{"event_id":"sha256:6d166957d6016dfa0740289680f0910252f5a9f304cc6c0ca7f2cd08687c108d","target":"graph","created_at":"2026-07-05T09:38:04Z","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/2411.13054/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Processing-in-memory (PIM) is a promising choice for accelerating deep neural networks (DNNs) featuring high efficiency and low power. However, the rapid upscaling of neural network model sizes poses a crucial challenge for the limited on-chip PIM capacity. When the PIM presumption of \"pre-loading DNN weights/parameters only once before repetitive computing\" is no longer practical, concurrent writing and computing techniques become necessary for PIM. Conventional methods of naive ping-pong or in~situ concurrent write/compute scheduling for PIM cause low utilization of off-chip memory bandwidth","authors_text":"Bonan Yan, Ruibao Wang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AR","submitted_at":"2024-11-20T06:03:56Z","title":"Generalized Ping-Pong: Off-Chip Memory Bandwidth Centric Pipelining Strategy for Processing-In-Memory Accelerators"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.13054","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":"sha256:3e07b2d8739c5dd72aaaf12bf1c186b783f6a25ec46b8fa73c9aaaf4c80e537a","target":"record","created_at":"2026-07-05T09:38:04Z","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":"a5349606d1a1bee7958baf01e4cdbd7f6f03fa460906a710d36891e07bb7315c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AR","submitted_at":"2024-11-20T06:03:56Z","title_canon_sha256":"a8b826faacaa224f3d239a1b318d371caa195ebb6db6bcc37335c8b2ea690836"},"schema_version":"1.0","source":{"id":"2411.13054","kind":"arxiv","version":1}},"canonical_sha256":"6fad777a4fc803ad48a9d98a2b3c25ce29c2d5fc1b38561fb4c7dc05935e7680","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6fad777a4fc803ad48a9d98a2b3c25ce29c2d5fc1b38561fb4c7dc05935e7680","first_computed_at":"2026-07-05T09:38:04.484993Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:38:04.484993Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"oGfBYkOAaoto4s4ln3ZHz6ZjCp39jowtLozBQSjZoEBwg4FvIQjZh+hhDTn1aUG9TS6maYmRf13MhyImJVRqBw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:38:04.485406Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.13054","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3e07b2d8739c5dd72aaaf12bf1c186b783f6a25ec46b8fa73c9aaaf4c80e537a","sha256:6d166957d6016dfa0740289680f0910252f5a9f304cc6c0ca7f2cd08687c108d"],"state_sha256":"9f9690ed63d2a5093fbd4d4a483c4ed906b1381fbcf8a96b47fc7ff548df6e33"}