{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:W54RE6OLSNDQH65ZY5PBKW6EQQ","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":"bbeebd533bb5d76933ce717a7d5099128e92691bd08de0d45a78670e02be10e3","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-05-31T06:56:29Z","title_canon_sha256":"5a57c8eeeea59fd47336d64cd7b573e072685dc92fc11569dc76e68fb6355a73"},"schema_version":"1.0","source":{"id":"2105.14734","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2105.14734","created_at":"2026-07-05T03:26:17Z"},{"alias_kind":"arxiv_version","alias_value":"2105.14734v4","created_at":"2026-07-05T03:26:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2105.14734","created_at":"2026-07-05T03:26:17Z"},{"alias_kind":"pith_short_12","alias_value":"W54RE6OLSNDQ","created_at":"2026-07-05T03:26:17Z"},{"alias_kind":"pith_short_16","alias_value":"W54RE6OLSNDQH65Z","created_at":"2026-07-05T03:26:17Z"},{"alias_kind":"pith_short_8","alias_value":"W54RE6OL","created_at":"2026-07-05T03:26:17Z"}],"graph_snapshots":[{"event_id":"sha256:2a0fd5e9c64456b4dad46046e464e64728f8a2da8df18a23a2349782abcc4951","target":"graph","created_at":"2026-07-05T03:26:17Z","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/2105.14734/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Transformers with remarkable global representation capacities achieve competitive results for visual tasks, but fail to consider high-level local pattern information in input images. In this paper, we present a generic Dual-stream Network (DS-Net) to fully explore the representation capacity of local and global pattern features for image classification. Our DS-Net can simultaneously calculate fine-grained and integrated features and efficiently fuse them. Specifically, we propose an Intra-scale Propagation module to process two different resolutions in each block and an Inter-Scale Alignment m","authors_text":"Baochang Zhang, Errui Ding, Honghui Zheng, Mingyuan Mao, Peng Gao, Renrui Zhang, Shumin Han, Teli Ma, Yan Peng","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-05-31T06:56:29Z","title":"Dual-stream Network for Visual Recognition"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2105.14734","kind":"arxiv","version":4},"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:fc8294e49adcba18f379bca38db0717dc179394225c846fbb1f51d410ff72d4c","target":"record","created_at":"2026-07-05T03:26:17Z","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":"bbeebd533bb5d76933ce717a7d5099128e92691bd08de0d45a78670e02be10e3","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-05-31T06:56:29Z","title_canon_sha256":"5a57c8eeeea59fd47336d64cd7b573e072685dc92fc11569dc76e68fb6355a73"},"schema_version":"1.0","source":{"id":"2105.14734","kind":"arxiv","version":4}},"canonical_sha256":"b7791279cb934703fbb9c75e155bc4842156b904c43abecc2516120f82865a18","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b7791279cb934703fbb9c75e155bc4842156b904c43abecc2516120f82865a18","first_computed_at":"2026-07-05T03:26:17.251884Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:26:17.251884Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"N90+NWt7Mvq9BA6Z3DRfdPbJ/L6UnsB0wmL0BxB9q/Abuxr06ncr0MrBx+K6N5rZcXKCxG4TFhQ3olzUzWdxDw==","signature_status":"signed_v1","signed_at":"2026-07-05T03:26:17.255837Z","signed_message":"canonical_sha256_bytes"},"source_id":"2105.14734","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fc8294e49adcba18f379bca38db0717dc179394225c846fbb1f51d410ff72d4c","sha256:2a0fd5e9c64456b4dad46046e464e64728f8a2da8df18a23a2349782abcc4951"],"state_sha256":"866853b1973d0e0453a5fdadd60b25813dc2b3494654a8fc175b3849d2024b95"}