{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:S5FYN73PZJXFF3BJTKGZULS6SB","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":"ba2172c94324bf832b039c387da37fa2ea49e5a98d67a8dd28fc2688573d604a","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-28T17:38:20Z","title_canon_sha256":"8af37c962d32c5384c2be9b092a1bd7ec9799d34d030e235f6c6176dfc38659a"},"schema_version":"1.0","source":{"id":"1803.10750","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1803.10750","created_at":"2026-05-18T00:00:43Z"},{"alias_kind":"arxiv_version","alias_value":"1803.10750v2","created_at":"2026-05-18T00:00:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1803.10750","created_at":"2026-05-18T00:00:43Z"},{"alias_kind":"pith_short_12","alias_value":"S5FYN73PZJXF","created_at":"2026-05-18T12:32:50Z"},{"alias_kind":"pith_short_16","alias_value":"S5FYN73PZJXFF3BJ","created_at":"2026-05-18T12:32:50Z"},{"alias_kind":"pith_short_8","alias_value":"S5FYN73P","created_at":"2026-05-18T12:32:50Z"}],"graph_snapshots":[{"event_id":"sha256:99ec66f2f65caa3fa24d925605c35d3479c825746bdb2a9f73d61a7fae6d50f2","target":"graph","created_at":"2026-05-18T00:00:43Z","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"},"paper":{"abstract_excerpt":"Neural network compression has recently received much attention due to the computational requirements of modern deep models. In this work, our objective is to transfer knowledge from a deep and accurate model to a smaller one. Our contributions are threefold: (i) we propose an adversarial network compression approach to train the small student network to mimic the large teacher, without the need for labels during training; (ii) we introduce a regularization scheme to prevent a trivially-strong discriminator without reducing the network capacity and (iii) our approach generalizes on different t","authors_text":"Azade Farshad, Fabio Galasso, Vasileios Belagiannis","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-28T17:38:20Z","title":"Adversarial Network Compression"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1803.10750","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:efdcddfd9ff501a2cf9d6ed202e78e200670bcbd17e3b68aab97461c77ff6461","target":"record","created_at":"2026-05-18T00:00:43Z","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":"ba2172c94324bf832b039c387da37fa2ea49e5a98d67a8dd28fc2688573d604a","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-28T17:38:20Z","title_canon_sha256":"8af37c962d32c5384c2be9b092a1bd7ec9799d34d030e235f6c6176dfc38659a"},"schema_version":"1.0","source":{"id":"1803.10750","kind":"arxiv","version":2}},"canonical_sha256":"974b86ff6fca6e52ec299a8d9a2e5e90508a003cd871131fdb6cdeed5aa0495e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"974b86ff6fca6e52ec299a8d9a2e5e90508a003cd871131fdb6cdeed5aa0495e","first_computed_at":"2026-05-18T00:00:43.495973Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:00:43.495973Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"o1DOViNN5k3hUM5Q3QDi1Ii+V1Z5E7pQ6Kbea0uOoskEM0AuqXRhARBppQkJTPq8pV6qanVAheKWNHOvkay+BQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:00:43.496324Z","signed_message":"canonical_sha256_bytes"},"source_id":"1803.10750","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:efdcddfd9ff501a2cf9d6ed202e78e200670bcbd17e3b68aab97461c77ff6461","sha256:99ec66f2f65caa3fa24d925605c35d3479c825746bdb2a9f73d61a7fae6d50f2"],"state_sha256":"dd421c5992f95f681d3261ebf00feb8f50186df831e66896144c87c6dcf2d068"}