{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:RHAB2P2ZGLHJI3H27XKFAOTW2J","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":"0186e0a63aa34269dc441179f13ebd772f68ebf7f11f887ad6e57af4c17c9152","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-27T19:23:54Z","title_canon_sha256":"94a67c5da5dc3dfd93007dd539abe14a0e22ee18a410f70278e6aaf1f934773b"},"schema_version":"1.0","source":{"id":"2508.20232","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.20232","created_at":"2026-07-05T12:00:32Z"},{"alias_kind":"arxiv_version","alias_value":"2508.20232v1","created_at":"2026-07-05T12:00:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.20232","created_at":"2026-07-05T12:00:32Z"},{"alias_kind":"pith_short_12","alias_value":"RHAB2P2ZGLHJ","created_at":"2026-07-05T12:00:32Z"},{"alias_kind":"pith_short_16","alias_value":"RHAB2P2ZGLHJI3H2","created_at":"2026-07-05T12:00:32Z"},{"alias_kind":"pith_short_8","alias_value":"RHAB2P2Z","created_at":"2026-07-05T12:00:32Z"}],"graph_snapshots":[{"event_id":"sha256:ccd025ea5274f8e2bfd0cf34b2ea8f372baceb992015fc8a29703f32e4db020f","target":"graph","created_at":"2026-07-05T12:00:32Z","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/2508.20232/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This study proposes ATMS-KD (Adaptive Temperature and Mixed-Sample Knowledge Distillation), a novel framework for developing lightweight CNN models suitable for resource-constrained agricultural environments. The framework combines adaptive temperature scheduling with mixed-sample augmentation to transfer knowledge from a MobileNetV3 Large teacher model (5.7\\,M parameters) to lightweight residual CNN students. Three student configurations were evaluated: Compact (1.3\\,M parameters), Standard (2.4\\,M parameters), and Enhanced (3.8\\,M parameters). The dataset used in this study consists of image","authors_text":"Abdellatif El Afia, Mohamed Ohamouddou, Rafik Lasri, Said Ohamouddou","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-27T19:23:54Z","title":"ATMS-KD: Adaptive Temperature and Mixed Sample Knowledge Distillation for a Lightweight Residual CNN in Agricultural Embedded Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.20232","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":"sha256:16239134502cff38183b0402c2542fbb1ef13ac633e20bb3bfe8aadcb68b680b","target":"record","created_at":"2026-07-05T12:00:32Z","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":"0186e0a63aa34269dc441179f13ebd772f68ebf7f11f887ad6e57af4c17c9152","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-27T19:23:54Z","title_canon_sha256":"94a67c5da5dc3dfd93007dd539abe14a0e22ee18a410f70278e6aaf1f934773b"},"schema_version":"1.0","source":{"id":"2508.20232","kind":"arxiv","version":1}},"canonical_sha256":"89c01d3f5932ce946cfafdd4503a76d2713f61d17213fdc4f3a78f344ba45cce","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"89c01d3f5932ce946cfafdd4503a76d2713f61d17213fdc4f3a78f344ba45cce","first_computed_at":"2026-07-05T12:00:32.319050Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T12:00:32.319050Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gfcvgjw4C7uz3+/Jyo9ZHvBPraK49FYLnCIcRWMYL7Gmd7+KHcWA3wEoFmuEOAI8glCcf9wcEsnv/gXHZsN7BQ==","signature_status":"signed_v1","signed_at":"2026-07-05T12:00:32.319712Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.20232","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:16239134502cff38183b0402c2542fbb1ef13ac633e20bb3bfe8aadcb68b680b","sha256:ccd025ea5274f8e2bfd0cf34b2ea8f372baceb992015fc8a29703f32e4db020f"],"state_sha256":"ae0762d6e2f0f3ceb1f25503f887ab034c01a86e4aab0fc57d9c312b61403683"}