{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:MORYV3Y44MI4SR5NZTSSXBXWL3","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":"f914348b2cb21210e35672e2af21156ab1912a4bdba599066545280adfb45d8b","cross_cats_sorted":["cs.AI","cs.DC"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2025-06-22T01:53:22Z","title_canon_sha256":"3f7f75bc908b398b43fc8eb843a94aba9c2cec16c4e377528d7877a40272dd51"},"schema_version":"1.0","source":{"id":"2506.17870","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.17870","created_at":"2026-07-05T11:25:24Z"},{"alias_kind":"arxiv_version","alias_value":"2506.17870v1","created_at":"2026-07-05T11:25:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.17870","created_at":"2026-07-05T11:25:24Z"},{"alias_kind":"pith_short_12","alias_value":"MORYV3Y44MI4","created_at":"2026-07-05T11:25:24Z"},{"alias_kind":"pith_short_16","alias_value":"MORYV3Y44MI4SR5N","created_at":"2026-07-05T11:25:24Z"},{"alias_kind":"pith_short_8","alias_value":"MORYV3Y4","created_at":"2026-07-05T11:25:24Z"}],"graph_snapshots":[{"event_id":"sha256:31cbe56222e8fc759f173b80d8e3844f9c5f9910004844bf14ccb039f066146d","target":"graph","created_at":"2026-07-05T11:25:24Z","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/2506.17870/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Deploying quantized deep neural network (DNN) models with resource adaptation capabilities on ubiquitous Internet of Things (IoT) devices to provide high-quality AI services can leverage the benefits of compression and meet multi-scenario resource requirements. However, existing dynamic/mixed precision quantization requires retraining or special hardware, whereas post-training quantization (PTQ) has two limitations for resource adaptation: (i) The state-of-the-art PTQ methods only provide one fixed bitwidth model, which makes it challenging to adapt to the dynamic resources of IoT devices; (ii","authors_text":"Chuntao Ding, Jianhang Xie, Shenyuan Ren, Xiaqing Li, Yidong Li, Zhichao Lu","cross_cats":["cs.AI","cs.DC"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2025-06-22T01:53:22Z","title":"NestQuant: Post-Training Integer-Nesting Quantization for On-Device DNN"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.17870","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":"sha256:6c2cabf75296b707ac2e0dbe4aaccac5784cbaa5033e5048a069ad03c9f24f99","target":"record","created_at":"2026-07-05T11:25:24Z","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":"f914348b2cb21210e35672e2af21156ab1912a4bdba599066545280adfb45d8b","cross_cats_sorted":["cs.AI","cs.DC"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2025-06-22T01:53:22Z","title_canon_sha256":"3f7f75bc908b398b43fc8eb843a94aba9c2cec16c4e377528d7877a40272dd51"},"schema_version":"1.0","source":{"id":"2506.17870","kind":"arxiv","version":1}},"canonical_sha256":"63a38aef1ce311c947adcce52b86f65edf231b99fa897baa90e571c34dac8a03","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"63a38aef1ce311c947adcce52b86f65edf231b99fa897baa90e571c34dac8a03","first_computed_at":"2026-07-05T11:25:24.739420Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:25:24.739420Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"SaloFK77c5SbWo7AzyawYkovFbC4A0F3GIHk1MQ1jZGjeHa+qM8Hy4JgyOOriXhrxjYzKulckofRJy6W4fx1Dg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:25:24.739900Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.17870","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6c2cabf75296b707ac2e0dbe4aaccac5784cbaa5033e5048a069ad03c9f24f99","sha256:31cbe56222e8fc759f173b80d8e3844f9c5f9910004844bf14ccb039f066146d"],"state_sha256":"24183f68c95f6b8c5a96448303c52065318ec899a39f62b6622493439a1655a0"}