{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:RSPC2TOE6DFMEWMGI2GD6T4WOC","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":"c78d4ccbf6b77693159037fd6a54b738054e967eba6ad504d45eb293ba7867a7","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-03-12T18:36:02Z","title_canon_sha256":"e66ef61a869920238adba305b0cb596b21cf4aabab344bd7769267eb7c1e0b80"},"schema_version":"1.0","source":{"id":"1903.05134","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1903.05134","created_at":"2026-07-05T00:13:13Z"},{"alias_kind":"arxiv_version","alias_value":"1903.05134v2","created_at":"2026-07-05T00:13:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1903.05134","created_at":"2026-07-05T00:13:13Z"},{"alias_kind":"pith_short_12","alias_value":"RSPC2TOE6DFM","created_at":"2026-07-05T00:13:13Z"},{"alias_kind":"pith_short_16","alias_value":"RSPC2TOE6DFMEWMG","created_at":"2026-07-05T00:13:13Z"},{"alias_kind":"pith_short_8","alias_value":"RSPC2TOE","created_at":"2026-07-05T00:13:13Z"}],"graph_snapshots":[{"event_id":"sha256:382bbb31478e4723690862e44c3aa2061202b1c90329d46d2791961d0a00f455","target":"graph","created_at":"2026-07-05T00:13:13Z","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/1903.05134/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Slimmable networks are a family of neural networks that can instantly adjust the runtime width. The width can be chosen from a predefined widths set to adaptively optimize accuracy-efficiency trade-offs at runtime. In this work, we propose a systematic approach to train universally slimmable networks (US-Nets), extending slimmable networks to execute at arbitrary width, and generalizing to networks both with and without batch normalization layers. We further propose two improved training techniques for US-Nets, named the sandwich rule and inplace distillation, to enhance training process and b","authors_text":"Jiahui Yu, Thomas Huang","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-03-12T18:36:02Z","title":"Universally Slimmable Networks and Improved Training Techniques"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1903.05134","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:a18cbd0f8662d0c2f92288aca396158d58015a954e608feeba1fc02b74949a94","target":"record","created_at":"2026-07-05T00:13:13Z","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":"c78d4ccbf6b77693159037fd6a54b738054e967eba6ad504d45eb293ba7867a7","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-03-12T18:36:02Z","title_canon_sha256":"e66ef61a869920238adba305b0cb596b21cf4aabab344bd7769267eb7c1e0b80"},"schema_version":"1.0","source":{"id":"1903.05134","kind":"arxiv","version":2}},"canonical_sha256":"8c9e2d4dc4f0cac25986468c3f4f96709f79a78e510ac9e3fcc8bc1d617b2bef","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8c9e2d4dc4f0cac25986468c3f4f96709f79a78e510ac9e3fcc8bc1d617b2bef","first_computed_at":"2026-07-05T00:13:13.895543Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:13:13.895543Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JnAp/3wgpvmhyEiaFQD7xPop8bUy6xQMVhdrcd6IL7IYdPp5zPjtCOVQZGJ6u6Ra8GwjRk7cVhhbvDeDV7AjBA==","signature_status":"signed_v1","signed_at":"2026-07-05T00:13:13.896002Z","signed_message":"canonical_sha256_bytes"},"source_id":"1903.05134","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a18cbd0f8662d0c2f92288aca396158d58015a954e608feeba1fc02b74949a94","sha256:382bbb31478e4723690862e44c3aa2061202b1c90329d46d2791961d0a00f455"],"state_sha256":"1262c20eddf30ac4303bf380ed814db4ce5508a24c2ce6f5b7cb11bbc4759586"}