{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:GOSRKXW5AZXOLUWOLEHLGA3UI5","short_pith_number":"pith:GOSRKXW5","canonical_record":{"source":{"id":"2508.16317","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-22T11:57:49Z","cross_cats_sorted":[],"title_canon_sha256":"a904d76f537f78b49addafd898ee0e504b17da01f0030a8be30440c37bbd6cd1","abstract_canon_sha256":"3c1e46f03a1f2ccc6031285e77feb7ecdfeb95df6edc2552e715423e47833dc6"},"schema_version":"1.0"},"canonical_sha256":"33a5155edd066ee5d2ce590eb30374475ebcf14dc929733df3580403cf9e977c","source":{"kind":"arxiv","id":"2508.16317","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.16317","created_at":"2026-07-05T11:57:45Z"},{"alias_kind":"arxiv_version","alias_value":"2508.16317v1","created_at":"2026-07-05T11:57:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.16317","created_at":"2026-07-05T11:57:45Z"},{"alias_kind":"pith_short_12","alias_value":"GOSRKXW5AZXO","created_at":"2026-07-05T11:57:45Z"},{"alias_kind":"pith_short_16","alias_value":"GOSRKXW5AZXOLUWO","created_at":"2026-07-05T11:57:45Z"},{"alias_kind":"pith_short_8","alias_value":"GOSRKXW5","created_at":"2026-07-05T11:57:45Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:GOSRKXW5AZXOLUWOLEHLGA3UI5","target":"record","payload":{"canonical_record":{"source":{"id":"2508.16317","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-22T11:57:49Z","cross_cats_sorted":[],"title_canon_sha256":"a904d76f537f78b49addafd898ee0e504b17da01f0030a8be30440c37bbd6cd1","abstract_canon_sha256":"3c1e46f03a1f2ccc6031285e77feb7ecdfeb95df6edc2552e715423e47833dc6"},"schema_version":"1.0"},"canonical_sha256":"33a5155edd066ee5d2ce590eb30374475ebcf14dc929733df3580403cf9e977c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:57:45.965628Z","signature_b64":"b8Wz1LF0k3IAg1A9AyETsZUA1AF5KhJa4IA77kO21TZ3BjF//asRS+v4ecbFUFyteuB+z1rjXGUGOm++G2J3CA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"33a5155edd066ee5d2ce590eb30374475ebcf14dc929733df3580403cf9e977c","last_reissued_at":"2026-07-05T11:57:45.965134Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:57:45.965134Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2508.16317","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":"2026-07-05T11:57:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"561tv2ZhSFFNAaOolXty4ZM7kWjnSZk7q2/1kxNBOI9kdDsFi0Y7NlTB598byeHN39cVWYeqq2Y+3QX9pLymAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T07:12:31.348863Z"},"content_sha256":"bf3ae790a2feea13d25d5703f735abdfcf7eede3e5cae3b00843d18e76ccbb5f","schema_version":"1.0","event_id":"sha256:bf3ae790a2feea13d25d5703f735abdfcf7eede3e5cae3b00843d18e76ccbb5f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:GOSRKXW5AZXOLUWOLEHLGA3UI5","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Vision encoders should be image size agnostic and task driven","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Danda Pani Paudel, Luc Van Gool, Nedyalko Prisadnikov, Yuqian Fu","submitted_at":"2025-08-22T11:57:49Z","abstract_excerpt":"This position paper argues that the next generation of vision encoders should be image size agnostic and task driven. The source of our inspiration is biological. Not a structural aspect of biological vision, but a behavioral trait -- efficiency. We focus on a couple of ways in which vision in nature is efficient, but modern vision encoders not. We -- humans and animals -- deal with vast quantities of visual data, and need to be smart where we focus our limited energy -- it depends on the task. It is our belief that vision encoders should be dynamic and the computational complexity should depe"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.16317","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/2508.16317/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":"2026-07-05T11:57:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"iL6DwsmrixzRhmH8Wamue7GOT59Yukmcv6DZP4ZQX05q7QhRc0hB1CBHeJRQYp7JJR4ZF74uPGzq/3xrg9kyAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T07:12:31.349772Z"},"content_sha256":"0e6f5bc6e244e930290b3a114e195e9d9ec0cde0ff09dd06e38725175fe8e0c2","schema_version":"1.0","event_id":"sha256:0e6f5bc6e244e930290b3a114e195e9d9ec0cde0ff09dd06e38725175fe8e0c2"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/GOSRKXW5AZXOLUWOLEHLGA3UI5/bundle.json","state_url":"https://pith.science/pith/GOSRKXW5AZXOLUWOLEHLGA3UI5/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/GOSRKXW5AZXOLUWOLEHLGA3UI5/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":"2026-08-06T07:12:31Z","links":{"resolver":"https://pith.science/pith/GOSRKXW5AZXOLUWOLEHLGA3UI5","bundle":"https://pith.science/pith/GOSRKXW5AZXOLUWOLEHLGA3UI5/bundle.json","state":"https://pith.science/pith/GOSRKXW5AZXOLUWOLEHLGA3UI5/state.json","well_known_bundle":"https://pith.science/.well-known/pith/GOSRKXW5AZXOLUWOLEHLGA3UI5/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:GOSRKXW5AZXOLUWOLEHLGA3UI5","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":"3c1e46f03a1f2ccc6031285e77feb7ecdfeb95df6edc2552e715423e47833dc6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-22T11:57:49Z","title_canon_sha256":"a904d76f537f78b49addafd898ee0e504b17da01f0030a8be30440c37bbd6cd1"},"schema_version":"1.0","source":{"id":"2508.16317","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.16317","created_at":"2026-07-05T11:57:45Z"},{"alias_kind":"arxiv_version","alias_value":"2508.16317v1","created_at":"2026-07-05T11:57:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.16317","created_at":"2026-07-05T11:57:45Z"},{"alias_kind":"pith_short_12","alias_value":"GOSRKXW5AZXO","created_at":"2026-07-05T11:57:45Z"},{"alias_kind":"pith_short_16","alias_value":"GOSRKXW5AZXOLUWO","created_at":"2026-07-05T11:57:45Z"},{"alias_kind":"pith_short_8","alias_value":"GOSRKXW5","created_at":"2026-07-05T11:57:45Z"}],"graph_snapshots":[{"event_id":"sha256:0e6f5bc6e244e930290b3a114e195e9d9ec0cde0ff09dd06e38725175fe8e0c2","target":"graph","created_at":"2026-07-05T11:57:45Z","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/2508.16317/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This position paper argues that the next generation of vision encoders should be image size agnostic and task driven. The source of our inspiration is biological. Not a structural aspect of biological vision, but a behavioral trait -- efficiency. We focus on a couple of ways in which vision in nature is efficient, but modern vision encoders not. We -- humans and animals -- deal with vast quantities of visual data, and need to be smart where we focus our limited energy -- it depends on the task. It is our belief that vision encoders should be dynamic and the computational complexity should depe","authors_text":"Danda Pani Paudel, Luc Van Gool, Nedyalko Prisadnikov, Yuqian Fu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-22T11:57:49Z","title":"Vision encoders should be image size agnostic and task driven"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.16317","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:bf3ae790a2feea13d25d5703f735abdfcf7eede3e5cae3b00843d18e76ccbb5f","target":"record","created_at":"2026-07-05T11:57:45Z","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":"3c1e46f03a1f2ccc6031285e77feb7ecdfeb95df6edc2552e715423e47833dc6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-22T11:57:49Z","title_canon_sha256":"a904d76f537f78b49addafd898ee0e504b17da01f0030a8be30440c37bbd6cd1"},"schema_version":"1.0","source":{"id":"2508.16317","kind":"arxiv","version":1}},"canonical_sha256":"33a5155edd066ee5d2ce590eb30374475ebcf14dc929733df3580403cf9e977c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"33a5155edd066ee5d2ce590eb30374475ebcf14dc929733df3580403cf9e977c","first_computed_at":"2026-07-05T11:57:45.965134Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:57:45.965134Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"b8Wz1LF0k3IAg1A9AyETsZUA1AF5KhJa4IA77kO21TZ3BjF//asRS+v4ecbFUFyteuB+z1rjXGUGOm++G2J3CA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:57:45.965628Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.16317","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bf3ae790a2feea13d25d5703f735abdfcf7eede3e5cae3b00843d18e76ccbb5f","sha256:0e6f5bc6e244e930290b3a114e195e9d9ec0cde0ff09dd06e38725175fe8e0c2"],"state_sha256":"8571892acbdca8ee91ea6e7788f8e4ee294875313932a702297d92a7f393a0df"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LFFe9PcY092KEHsKCRHP790VlXBRQabDsKrregY6+E5T0bSBMDFPM8Ifu9tqqvzCAdLtQEbC6jVWyG7R7+A3CA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T07:12:31.355185Z","bundle_sha256":"629eb54770f015860db8058b0262db891a80aab91ee43bcbbd279156972e6147"}}