{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:IMNTB3HPP2GV36C5GMSAOIMRVG","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":"06d66b7c2b2a0c13fc0381b4313916af460e5c829266eb57a468b1d7c1a6638d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-06-23T18:29:23Z","title_canon_sha256":"f1fa36e11df93c544be86672b5e4d2480068e7c3359337ee3144e2c10169ca09"},"schema_version":"1.0","source":{"id":"2106.12620","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2106.12620","created_at":"2026-07-05T03:26:18Z"},{"alias_kind":"arxiv_version","alias_value":"2106.12620v2","created_at":"2026-07-05T03:26:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2106.12620","created_at":"2026-07-05T03:26:18Z"},{"alias_kind":"pith_short_12","alias_value":"IMNTB3HPP2GV","created_at":"2026-07-05T03:26:18Z"},{"alias_kind":"pith_short_16","alias_value":"IMNTB3HPP2GV36C5","created_at":"2026-07-05T03:26:18Z"},{"alias_kind":"pith_short_8","alias_value":"IMNTB3HP","created_at":"2026-07-05T03:26:18Z"}],"graph_snapshots":[{"event_id":"sha256:472584e7330ba063ae7f613fa122e765401166ba656348727a04a71c3610d041","target":"graph","created_at":"2026-07-05T03:26:18Z","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/2106.12620/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The self-attention-based model, transformer, is recently becoming the leading backbone in the field of computer vision. In spite of the impressive success made by transformers in a variety of vision tasks, it still suffers from heavy computation and intensive memory costs. To address this limitation, this paper presents an Interpretability-Aware REDundancy REDuction framework (IA-RED$^2$). We start by observing a large amount of redundant computation, mainly spent on uncorrelated input patches, and then introduce an interpretable module to dynamically and gracefully drop these redundant patche","authors_text":"Aude Oliva, Bowen Pan, Rameswar Panda, Rogerio Feris, Yifan Jiang, Zhangyang Wang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-06-23T18:29:23Z","title":"IA-RED$^2$: Interpretability-Aware Redundancy Reduction for Vision Transformers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2106.12620","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":"sha256:2a2b1201ad70e48885d1ec6b6485f1e5c558a23d87ae6b838f103a331406c9fe","target":"record","created_at":"2026-07-05T03:26:18Z","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":"06d66b7c2b2a0c13fc0381b4313916af460e5c829266eb57a468b1d7c1a6638d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-06-23T18:29:23Z","title_canon_sha256":"f1fa36e11df93c544be86672b5e4d2480068e7c3359337ee3144e2c10169ca09"},"schema_version":"1.0","source":{"id":"2106.12620","kind":"arxiv","version":2}},"canonical_sha256":"431b30ecef7e8d5df85d3324072191a9bdad6807d365fd7d73a28f5170d54528","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"431b30ecef7e8d5df85d3324072191a9bdad6807d365fd7d73a28f5170d54528","first_computed_at":"2026-07-05T03:26:18.756827Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:26:18.756827Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"j+gaQvKbD0K+LxS5JBTCr16vZxKpoAeccakPFn3P4zDZ1/9rB1f+9Od40K8jfQDYBiXW4oCVz3exaJzSRPbWAA==","signature_status":"signed_v1","signed_at":"2026-07-05T03:26:18.757251Z","signed_message":"canonical_sha256_bytes"},"source_id":"2106.12620","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2a2b1201ad70e48885d1ec6b6485f1e5c558a23d87ae6b838f103a331406c9fe","sha256:472584e7330ba063ae7f613fa122e765401166ba656348727a04a71c3610d041"],"state_sha256":"1d4721738b6910429230d03295d138f99136cb4cfa21b6e6c64fcf4aec736624"}