{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:5JBJSTRHQHWIS4VJ6G3ZUYONJM","short_pith_number":"pith:5JBJSTRH","canonical_record":{"source":{"id":"2401.03540","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-01-07T16:52:49Z","cross_cats_sorted":[],"title_canon_sha256":"dc8d1547cba3f030d144a696bb52e1e52ebd9ccfd1983e9949c2e63de2aee92f","abstract_canon_sha256":"417eadc8d0b818377142da771dec4af98f0e9fa25f7b33a0bb14f509e752bffa"},"schema_version":"1.0"},"canonical_sha256":"ea42994e2781ec8972a9f1b79a61cd4b0033bf85b367f2d903b29752f9661774","source":{"kind":"arxiv","id":"2401.03540","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.03540","created_at":"2026-07-05T07:31:10Z"},{"alias_kind":"arxiv_version","alias_value":"2401.03540v1","created_at":"2026-07-05T07:31:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.03540","created_at":"2026-07-05T07:31:10Z"},{"alias_kind":"pith_short_12","alias_value":"5JBJSTRHQHWI","created_at":"2026-07-05T07:31:10Z"},{"alias_kind":"pith_short_16","alias_value":"5JBJSTRHQHWIS4VJ","created_at":"2026-07-05T07:31:10Z"},{"alias_kind":"pith_short_8","alias_value":"5JBJSTRH","created_at":"2026-07-05T07:31:10Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:5JBJSTRHQHWIS4VJ6G3ZUYONJM","target":"record","payload":{"canonical_record":{"source":{"id":"2401.03540","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-01-07T16:52:49Z","cross_cats_sorted":[],"title_canon_sha256":"dc8d1547cba3f030d144a696bb52e1e52ebd9ccfd1983e9949c2e63de2aee92f","abstract_canon_sha256":"417eadc8d0b818377142da771dec4af98f0e9fa25f7b33a0bb14f509e752bffa"},"schema_version":"1.0"},"canonical_sha256":"ea42994e2781ec8972a9f1b79a61cd4b0033bf85b367f2d903b29752f9661774","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:31:10.358272Z","signature_b64":"fahk6aHcYUgtlw2tbsu6xlmreFTBvgnX2rOg13O5kArjGpyroGw/w+NoPOJ2O8uSxcp4IeKAQFaaIp2rQpNeCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ea42994e2781ec8972a9f1b79a61cd4b0033bf85b367f2d903b29752f9661774","last_reissued_at":"2026-07-05T07:31:10.357875Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:31:10.357875Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2401.03540","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:31:10Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"n2wW7oy8ki+5chQfVJdrHtu2jqrHrHHEI5HOlSyZmni0q3sbXIr/nUGb/5uoctPiYtxOPxzcSj/YzG0RX+VuBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T07:24:06.335533Z"},"content_sha256":"5c0a5c3d44270adfa32b630de89116bd8287df8cc4e0ef2e7ebf3da71663600d","schema_version":"1.0","event_id":"sha256:5c0a5c3d44270adfa32b630de89116bd8287df8cc4e0ef2e7ebf3da71663600d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:5JBJSTRHQHWIS4VJ6G3ZUYONJM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"SeTformer is What You Need for Vision and Language","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Eric Granger, Masoumeh Zareapoor, Michael Felsberg, Pourya Shamsolmoali","submitted_at":"2024-01-07T16:52:49Z","abstract_excerpt":"The dot product self-attention (DPSA) is a fundamental component of transformers. However, scaling them to long sequences, like documents or high-resolution images, becomes prohibitively expensive due to quadratic time and memory complexities arising from the softmax operation. Kernel methods are employed to simplify computations by approximating softmax but often lead to performance drops compared to softmax attention. We propose SeTformer, a novel transformer, where DPSA is purely replaced by Self-optimal Transport (SeT) for achieving better performance and computational efficiency. SeT is b"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.03540","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/2401.03540/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:31:10Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wqkG1nh6XASFba+qXUAJGBe1U3zeqKja1IT0k/EM0Ijc+EZZheSBfbfEGd1skVuiTlrJ6/1m54lQpirGBxSyBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T07:24:06.335934Z"},"content_sha256":"d785626c8f2abf7578fc9cff197a410537595421f1138eeb07e5584af4e15f02","schema_version":"1.0","event_id":"sha256:d785626c8f2abf7578fc9cff197a410537595421f1138eeb07e5584af4e15f02"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/5JBJSTRHQHWIS4VJ6G3ZUYONJM/bundle.json","state_url":"https://pith.science/pith/5JBJSTRHQHWIS4VJ6G3ZUYONJM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/5JBJSTRHQHWIS4VJ6G3ZUYONJM/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-07T07:24:06Z","links":{"resolver":"https://pith.science/pith/5JBJSTRHQHWIS4VJ6G3ZUYONJM","bundle":"https://pith.science/pith/5JBJSTRHQHWIS4VJ6G3ZUYONJM/bundle.json","state":"https://pith.science/pith/5JBJSTRHQHWIS4VJ6G3ZUYONJM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/5JBJSTRHQHWIS4VJ6G3ZUYONJM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:5JBJSTRHQHWIS4VJ6G3ZUYONJM","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":"417eadc8d0b818377142da771dec4af98f0e9fa25f7b33a0bb14f509e752bffa","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-01-07T16:52:49Z","title_canon_sha256":"dc8d1547cba3f030d144a696bb52e1e52ebd9ccfd1983e9949c2e63de2aee92f"},"schema_version":"1.0","source":{"id":"2401.03540","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.03540","created_at":"2026-07-05T07:31:10Z"},{"alias_kind":"arxiv_version","alias_value":"2401.03540v1","created_at":"2026-07-05T07:31:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.03540","created_at":"2026-07-05T07:31:10Z"},{"alias_kind":"pith_short_12","alias_value":"5JBJSTRHQHWI","created_at":"2026-07-05T07:31:10Z"},{"alias_kind":"pith_short_16","alias_value":"5JBJSTRHQHWIS4VJ","created_at":"2026-07-05T07:31:10Z"},{"alias_kind":"pith_short_8","alias_value":"5JBJSTRH","created_at":"2026-07-05T07:31:10Z"}],"graph_snapshots":[{"event_id":"sha256:d785626c8f2abf7578fc9cff197a410537595421f1138eeb07e5584af4e15f02","target":"graph","created_at":"2026-07-05T07:31:10Z","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/2401.03540/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The dot product self-attention (DPSA) is a fundamental component of transformers. However, scaling them to long sequences, like documents or high-resolution images, becomes prohibitively expensive due to quadratic time and memory complexities arising from the softmax operation. Kernel methods are employed to simplify computations by approximating softmax but often lead to performance drops compared to softmax attention. We propose SeTformer, a novel transformer, where DPSA is purely replaced by Self-optimal Transport (SeT) for achieving better performance and computational efficiency. SeT is b","authors_text":"Eric Granger, Masoumeh Zareapoor, Michael Felsberg, Pourya Shamsolmoali","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-01-07T16:52:49Z","title":"SeTformer is What You Need for Vision and Language"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.03540","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":"sha256:5c0a5c3d44270adfa32b630de89116bd8287df8cc4e0ef2e7ebf3da71663600d","target":"record","created_at":"2026-07-05T07:31:10Z","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":"417eadc8d0b818377142da771dec4af98f0e9fa25f7b33a0bb14f509e752bffa","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-01-07T16:52:49Z","title_canon_sha256":"dc8d1547cba3f030d144a696bb52e1e52ebd9ccfd1983e9949c2e63de2aee92f"},"schema_version":"1.0","source":{"id":"2401.03540","kind":"arxiv","version":1}},"canonical_sha256":"ea42994e2781ec8972a9f1b79a61cd4b0033bf85b367f2d903b29752f9661774","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ea42994e2781ec8972a9f1b79a61cd4b0033bf85b367f2d903b29752f9661774","first_computed_at":"2026-07-05T07:31:10.357875Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:31:10.357875Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"fahk6aHcYUgtlw2tbsu6xlmreFTBvgnX2rOg13O5kArjGpyroGw/w+NoPOJ2O8uSxcp4IeKAQFaaIp2rQpNeCg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:31:10.358272Z","signed_message":"canonical_sha256_bytes"},"source_id":"2401.03540","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5c0a5c3d44270adfa32b630de89116bd8287df8cc4e0ef2e7ebf3da71663600d","sha256:d785626c8f2abf7578fc9cff197a410537595421f1138eeb07e5584af4e15f02"],"state_sha256":"94a9728c4e27d5ac9d90c619a8143fc647b4b9c6c55bc6a42b7023f0fc8b8a74"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Lwq2nwcUTxcvw/6Z2BWkNpw/GhOe8cMxo3TBKbVH8x8WmdKxk3lVT+mgIrzABO1hw0EYOkaMeq2HopOAkjvvAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T07:24:06.338075Z","bundle_sha256":"e0705cec15102c96382a79ce7a4e1670ac17013979fa4691016a4c049808e327"}}