{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2020:BO5U5A2DGIT6EOIOIQEYYO7ATR","short_pith_number":"pith:BO5U5A2D","schema_version":"1.0","canonical_sha256":"0bbb4e83433227e2390e44098c3be09c591d653772d3c0350cb30f3ed8d18574","source":{"kind":"arxiv","id":"2007.04356","version":1},"attestation_state":"computed","paper":{"title":"Journey Towards Tiny Perceptual Super-Resolution","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CV"],"primary_cat":"eess.IV","authors_text":"Hongkai Wen, Hyeji Kim, {\\L}ukasz Dudziak, Mohamed Abdelfattah, Nicholas D. Lane, Royson Lee, Stylianos I. Venieris","submitted_at":"2020-07-08T18:24:40Z","abstract_excerpt":"Recent works in single-image perceptual super-resolution (SR) have demonstrated unprecedented performance in generating realistic textures by means of deep convolutional networks. However, these convolutional models are excessively large and expensive, hindering their effective deployment to end devices. In this work, we propose a neural architecture search (NAS) approach that integrates NAS and generative adversarial networks (GANs) with recent advances in perceptual SR and pushes the efficiency of small perceptual SR models to facilitate on-device execution. Specifically, we search over the "},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2007.04356","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2020-07-08T18:24:40Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"0f6197998cf352f3d426aea3735af8e8cc4d33b11e541a04a89f140356ce120c","abstract_canon_sha256":"23e23fa37b9e3195917e54e19d4244d7d571e96e3b1a4dfa81ee26d5892eb5f6"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T01:17:29.480816Z","signature_b64":"nbiBEIRt/BVi8rOVi0BoFg0GQwqyS0ljazHLICszxy9ei934cNdg8stYy9b5ZRh1lJf6qnKQKQSk/TJcHyvjAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"0bbb4e83433227e2390e44098c3be09c591d653772d3c0350cb30f3ed8d18574","last_reissued_at":"2026-07-05T01:17:29.480415Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T01:17:29.480415Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Journey Towards Tiny Perceptual Super-Resolution","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CV"],"primary_cat":"eess.IV","authors_text":"Hongkai Wen, Hyeji Kim, {\\L}ukasz Dudziak, Mohamed Abdelfattah, Nicholas D. Lane, Royson Lee, Stylianos I. Venieris","submitted_at":"2020-07-08T18:24:40Z","abstract_excerpt":"Recent works in single-image perceptual super-resolution (SR) have demonstrated unprecedented performance in generating realistic textures by means of deep convolutional networks. However, these convolutional models are excessively large and expensive, hindering their effective deployment to end devices. In this work, we propose a neural architecture search (NAS) approach that integrates NAS and generative adversarial networks (GANs) with recent advances in perceptual SR and pushes the efficiency of small perceptual SR models to facilitate on-device execution. Specifically, we search over the "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2007.04356","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2007.04356/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2007.04356","created_at":"2026-07-05T01:17:29.480479+00:00"},{"alias_kind":"arxiv_version","alias_value":"2007.04356v1","created_at":"2026-07-05T01:17:29.480479+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2007.04356","created_at":"2026-07-05T01:17:29.480479+00:00"},{"alias_kind":"pith_short_12","alias_value":"BO5U5A2DGIT6","created_at":"2026-07-05T01:17:29.480479+00:00"},{"alias_kind":"pith_short_16","alias_value":"BO5U5A2DGIT6EOIO","created_at":"2026-07-05T01:17:29.480479+00:00"},{"alias_kind":"pith_short_8","alias_value":"BO5U5A2D","created_at":"2026-07-05T01:17:29.480479+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/BO5U5A2DGIT6EOIOIQEYYO7ATR","json":"https://pith.science/pith/BO5U5A2DGIT6EOIOIQEYYO7ATR.json","graph_json":"https://pith.science/api/pith-number/BO5U5A2DGIT6EOIOIQEYYO7ATR/graph.json","events_json":"https://pith.science/api/pith-number/BO5U5A2DGIT6EOIOIQEYYO7ATR/events.json","paper":"https://pith.science/paper/BO5U5A2D"},"agent_actions":{"view_html":"https://pith.science/pith/BO5U5A2DGIT6EOIOIQEYYO7ATR","download_json":"https://pith.science/pith/BO5U5A2DGIT6EOIOIQEYYO7ATR.json","view_paper":"https://pith.science/paper/BO5U5A2D","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2007.04356&json=true","fetch_graph":"https://pith.science/api/pith-number/BO5U5A2DGIT6EOIOIQEYYO7ATR/graph.json","fetch_events":"https://pith.science/api/pith-number/BO5U5A2DGIT6EOIOIQEYYO7ATR/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/BO5U5A2DGIT6EOIOIQEYYO7ATR/action/timestamp_anchor","attest_storage":"https://pith.science/pith/BO5U5A2DGIT6EOIOIQEYYO7ATR/action/storage_attestation","attest_author":"https://pith.science/pith/BO5U5A2DGIT6EOIOIQEYYO7ATR/action/author_attestation","sign_citation":"https://pith.science/pith/BO5U5A2DGIT6EOIOIQEYYO7ATR/action/citation_signature","submit_replication":"https://pith.science/pith/BO5U5A2DGIT6EOIOIQEYYO7ATR/action/replication_record"}},"created_at":"2026-07-05T01:17:29.480479+00:00","updated_at":"2026-07-05T01:17:29.480479+00:00"}