{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:M2QPS6Y36Y6QUFVKJ2PUIKFK3X","short_pith_number":"pith:M2QPS6Y3","canonical_record":{"source":{"id":"2503.09662","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-12T15:15:25Z","cross_cats_sorted":[],"title_canon_sha256":"0ab619c11af4048f4d7f27f47c50c34e405ce6885fafbbbb6bcedc0e431dadad","abstract_canon_sha256":"bf2447270b50ba2a3a9fd1c52afb1db06d30bc319a68634038d8579df544c4c2"},"schema_version":"1.0"},"canonical_sha256":"66a0f97b1bf63d0a16aa4e9f4428aaddddaf50f912cd0b68fefbf70a6e1b0ff9","source":{"kind":"arxiv","id":"2503.09662","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.09662","created_at":"2026-07-05T10:30:05Z"},{"alias_kind":"arxiv_version","alias_value":"2503.09662v1","created_at":"2026-07-05T10:30:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.09662","created_at":"2026-07-05T10:30:05Z"},{"alias_kind":"pith_short_12","alias_value":"M2QPS6Y36Y6Q","created_at":"2026-07-05T10:30:05Z"},{"alias_kind":"pith_short_16","alias_value":"M2QPS6Y36Y6QUFVK","created_at":"2026-07-05T10:30:05Z"},{"alias_kind":"pith_short_8","alias_value":"M2QPS6Y3","created_at":"2026-07-05T10:30:05Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:M2QPS6Y36Y6QUFVKJ2PUIKFK3X","target":"record","payload":{"canonical_record":{"source":{"id":"2503.09662","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-12T15:15:25Z","cross_cats_sorted":[],"title_canon_sha256":"0ab619c11af4048f4d7f27f47c50c34e405ce6885fafbbbb6bcedc0e431dadad","abstract_canon_sha256":"bf2447270b50ba2a3a9fd1c52afb1db06d30bc319a68634038d8579df544c4c2"},"schema_version":"1.0"},"canonical_sha256":"66a0f97b1bf63d0a16aa4e9f4428aaddddaf50f912cd0b68fefbf70a6e1b0ff9","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:30:05.738502Z","signature_b64":"tYHuCn6oKLTruWYLa+cfFMnbhX88vHmn9+6JsxxUIvoq/Ljr/L+lVWXh08DjC/qVVx2Gs5ACUNGXqOpq/CkhBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"66a0f97b1bf63d0a16aa4e9f4428aaddddaf50f912cd0b68fefbf70a6e1b0ff9","last_reissued_at":"2026-07-05T10:30:05.737980Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:30:05.737980Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2503.09662","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":"2026-07-05T10:30:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"uCZm+ZjEI35wKYKNPo1VQPw9cDZQsgBuyju5Of2l2csU2kISYUjEtvvyHIArJnRvpv1RYAkPD5/wvyYel5nHAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T09:30:02.522977Z"},"content_sha256":"98ef3e986145ecb8181baf3a2999c3ef01c8761082e86125bbfac92fb76b0c55","schema_version":"1.0","event_id":"sha256:98ef3e986145ecb8181baf3a2999c3ef01c8761082e86125bbfac92fb76b0c55"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:M2QPS6Y36Y6QUFVKJ2PUIKFK3X","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"CoRe^2: Collect, Reflect and Refine to Generate Better and Faster","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Dian Xie, Lichen Bai, Shitong Shao, Tian Ye, Yuetong Fang, Zeke Xie, Zikai Zhou","submitted_at":"2025-03-12T15:15:25Z","abstract_excerpt":"Making text-to-image (T2I) generative model sample both fast and well represents a promising research direction. Previous studies have typically focused on either enhancing the visual quality of synthesized images at the expense of sampling efficiency or dramatically accelerating sampling without improving the base model's generative capacity. Moreover, nearly all inference methods have not been able to ensure stable performance simultaneously on both diffusion models (DMs) and visual autoregressive models (ARMs). In this paper, we introduce a novel plug-and-play inference paradigm, CoRe^2, wh"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.09662","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/2503.09662/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":"2026-07-05T10:30:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3XOle9Hkhfyy0zoMgKVsPw2LljROsva8NcZC/SMCcQxO+aYniIqMw0smAotDA7ROCpZSzsT1cbIhg5+67NxLDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T09:30:02.523582Z"},"content_sha256":"07f0ac612f0d65751e47977a7789089aed167585f3e2ed76a987a62fef930c86","schema_version":"1.0","event_id":"sha256:07f0ac612f0d65751e47977a7789089aed167585f3e2ed76a987a62fef930c86"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/M2QPS6Y36Y6QUFVKJ2PUIKFK3X/bundle.json","state_url":"https://pith.science/pith/M2QPS6Y36Y6QUFVKJ2PUIKFK3X/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/M2QPS6Y36Y6QUFVKJ2PUIKFK3X/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":"2026-08-18T09:30:02Z","links":{"resolver":"https://pith.science/pith/M2QPS6Y36Y6QUFVKJ2PUIKFK3X","bundle":"https://pith.science/pith/M2QPS6Y36Y6QUFVKJ2PUIKFK3X/bundle.json","state":"https://pith.science/pith/M2QPS6Y36Y6QUFVKJ2PUIKFK3X/state.json","well_known_bundle":"https://pith.science/.well-known/pith/M2QPS6Y36Y6QUFVKJ2PUIKFK3X/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:M2QPS6Y36Y6QUFVKJ2PUIKFK3X","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":"bf2447270b50ba2a3a9fd1c52afb1db06d30bc319a68634038d8579df544c4c2","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-12T15:15:25Z","title_canon_sha256":"0ab619c11af4048f4d7f27f47c50c34e405ce6885fafbbbb6bcedc0e431dadad"},"schema_version":"1.0","source":{"id":"2503.09662","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.09662","created_at":"2026-07-05T10:30:05Z"},{"alias_kind":"arxiv_version","alias_value":"2503.09662v1","created_at":"2026-07-05T10:30:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.09662","created_at":"2026-07-05T10:30:05Z"},{"alias_kind":"pith_short_12","alias_value":"M2QPS6Y36Y6Q","created_at":"2026-07-05T10:30:05Z"},{"alias_kind":"pith_short_16","alias_value":"M2QPS6Y36Y6QUFVK","created_at":"2026-07-05T10:30:05Z"},{"alias_kind":"pith_short_8","alias_value":"M2QPS6Y3","created_at":"2026-07-05T10:30:05Z"}],"graph_snapshots":[{"event_id":"sha256:07f0ac612f0d65751e47977a7789089aed167585f3e2ed76a987a62fef930c86","target":"graph","created_at":"2026-07-05T10:30:05Z","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/2503.09662/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Making text-to-image (T2I) generative model sample both fast and well represents a promising research direction. Previous studies have typically focused on either enhancing the visual quality of synthesized images at the expense of sampling efficiency or dramatically accelerating sampling without improving the base model's generative capacity. Moreover, nearly all inference methods have not been able to ensure stable performance simultaneously on both diffusion models (DMs) and visual autoregressive models (ARMs). In this paper, we introduce a novel plug-and-play inference paradigm, CoRe^2, wh","authors_text":"Dian Xie, Lichen Bai, Shitong Shao, Tian Ye, Yuetong Fang, Zeke Xie, Zikai Zhou","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-12T15:15:25Z","title":"CoRe^2: Collect, Reflect and Refine to Generate Better and Faster"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.09662","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":"sha256:98ef3e986145ecb8181baf3a2999c3ef01c8761082e86125bbfac92fb76b0c55","target":"record","created_at":"2026-07-05T10:30:05Z","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":"bf2447270b50ba2a3a9fd1c52afb1db06d30bc319a68634038d8579df544c4c2","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-12T15:15:25Z","title_canon_sha256":"0ab619c11af4048f4d7f27f47c50c34e405ce6885fafbbbb6bcedc0e431dadad"},"schema_version":"1.0","source":{"id":"2503.09662","kind":"arxiv","version":1}},"canonical_sha256":"66a0f97b1bf63d0a16aa4e9f4428aaddddaf50f912cd0b68fefbf70a6e1b0ff9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"66a0f97b1bf63d0a16aa4e9f4428aaddddaf50f912cd0b68fefbf70a6e1b0ff9","first_computed_at":"2026-07-05T10:30:05.737980Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:30:05.737980Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tYHuCn6oKLTruWYLa+cfFMnbhX88vHmn9+6JsxxUIvoq/Ljr/L+lVWXh08DjC/qVVx2Gs5ACUNGXqOpq/CkhBA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:30:05.738502Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.09662","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:98ef3e986145ecb8181baf3a2999c3ef01c8761082e86125bbfac92fb76b0c55","sha256:07f0ac612f0d65751e47977a7789089aed167585f3e2ed76a987a62fef930c86"],"state_sha256":"f30c8b9b2640b8f3ee9f6216c0373cc2466f8860da80eeb3b028ffe3697ce42a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"knpWrW9YMi+Afh2r4wdhjfWZmcpFl6YI3/lYFv409a7rXG+aYg7CrAjuAVdC8jK+6/yVrVVgfXSJYaV5T6ieBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-18T09:30:02.529658Z","bundle_sha256":"c2357cb810d7f012b93085f80153668bcf6eaa061e3432596daab48176de66a5"}}