{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:JJ2SDYLG7TBG6I3PRGBC2GXONV","short_pith_number":"pith:JJ2SDYLG","canonical_record":{"source":{"id":"2208.00929","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-08-01T15:23:51Z","cross_cats_sorted":[],"title_canon_sha256":"b94833942f3900456e702d6fdd2f3d5b43d8dd0acdb29d6797190db7453e0fbb","abstract_canon_sha256":"67cf62c46ccbab566fd0b277737159d175cc85975692c8936dc397e3574e9060"},"schema_version":"1.0"},"canonical_sha256":"4a7521e166fcc26f236f89822d1aee6d64357d39aeb5ec937a712c0a15b751cc","source":{"kind":"arxiv","id":"2208.00929","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2208.00929","created_at":"2026-07-05T04:45:28Z"},{"alias_kind":"arxiv_version","alias_value":"2208.00929v2","created_at":"2026-07-05T04:45:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2208.00929","created_at":"2026-07-05T04:45:28Z"},{"alias_kind":"pith_short_12","alias_value":"JJ2SDYLG7TBG","created_at":"2026-07-05T04:45:28Z"},{"alias_kind":"pith_short_16","alias_value":"JJ2SDYLG7TBG6I3P","created_at":"2026-07-05T04:45:28Z"},{"alias_kind":"pith_short_8","alias_value":"JJ2SDYLG","created_at":"2026-07-05T04:45:28Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:JJ2SDYLG7TBG6I3PRGBC2GXONV","target":"record","payload":{"canonical_record":{"source":{"id":"2208.00929","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-08-01T15:23:51Z","cross_cats_sorted":[],"title_canon_sha256":"b94833942f3900456e702d6fdd2f3d5b43d8dd0acdb29d6797190db7453e0fbb","abstract_canon_sha256":"67cf62c46ccbab566fd0b277737159d175cc85975692c8936dc397e3574e9060"},"schema_version":"1.0"},"canonical_sha256":"4a7521e166fcc26f236f89822d1aee6d64357d39aeb5ec937a712c0a15b751cc","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T04:45:28.328904Z","signature_b64":"HB/pmEFsP6nffer70T4+OtXaoaIdu4grj40ss3Dxt49FroXYAix6JyehFwWtpLWKeCUxTeLNNkjU/j7myeNeDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4a7521e166fcc26f236f89822d1aee6d64357d39aeb5ec937a712c0a15b751cc","last_reissued_at":"2026-07-05T04:45:28.328388Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T04:45:28.328388Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2208.00929","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T04:45:28Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qH8YwUSk4r2v164k4m9Tlp6A8pp5WB5QfPBDtOqsaLOcgj5fzUV+Py3gIVOy4Zt1L3OE3uuchE1XxkrPF6HDAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T21:06:12.912989Z"},"content_sha256":"8f28849dc5f0cf83671295f272656c3740a5c84310523599ff9147376a5778a6","schema_version":"1.0","event_id":"sha256:8f28849dc5f0cf83671295f272656c3740a5c84310523599ff9147376a5778a6"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:JJ2SDYLG7TBG6I3PRGBC2GXONV","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"giMLPs: Gate with Inhibition Mechanism in MLPs","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Cheng Kang, Daneil Novak, Huiyu Zhou, Jindich Prokop, Lei Tong, Yong Hu","submitted_at":"2022-08-01T15:23:51Z","abstract_excerpt":"This paper presents a new model architecture, gate with inhibition MLP (giMLP).The gate with inhibition on CycleMLP (gi-CycleMLP) can produce equal performance on the ImageNet classification task, and it also improves the BERT, Roberta, and DeBERTaV3 models depending on two novel techniques. The first is the gating MLP, where matrix multiplications between the MLP and the trunk Attention input in further adjust models' adaptation. The second is inhibition which inhibits or enhances the branch adjustment, and with the inhibition levels increasing, it offers models more muscular features restric"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2208.00929","kind":"arxiv","version":2},"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/2208.00929/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":"2026-07-05T04:45:28Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LiR3CfsWxJVLyuv077hS1OYDo5GqmUEEXsVOzMrUneIAdna1BngQTUZ0KXBSspjCkA2Gp9iTRMe2NWFcxcInAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T21:06:12.913936Z"},"content_sha256":"f3ac815200a90899f7c7ea696e1a3e48921279d9d19db894588c3785dfca71bb","schema_version":"1.0","event_id":"sha256:f3ac815200a90899f7c7ea696e1a3e48921279d9d19db894588c3785dfca71bb"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/JJ2SDYLG7TBG6I3PRGBC2GXONV/bundle.json","state_url":"https://pith.science/pith/JJ2SDYLG7TBG6I3PRGBC2GXONV/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/JJ2SDYLG7TBG6I3PRGBC2GXONV/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":"2026-08-04T21:06:12Z","links":{"resolver":"https://pith.science/pith/JJ2SDYLG7TBG6I3PRGBC2GXONV","bundle":"https://pith.science/pith/JJ2SDYLG7TBG6I3PRGBC2GXONV/bundle.json","state":"https://pith.science/pith/JJ2SDYLG7TBG6I3PRGBC2GXONV/state.json","well_known_bundle":"https://pith.science/.well-known/pith/JJ2SDYLG7TBG6I3PRGBC2GXONV/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:JJ2SDYLG7TBG6I3PRGBC2GXONV","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":"67cf62c46ccbab566fd0b277737159d175cc85975692c8936dc397e3574e9060","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-08-01T15:23:51Z","title_canon_sha256":"b94833942f3900456e702d6fdd2f3d5b43d8dd0acdb29d6797190db7453e0fbb"},"schema_version":"1.0","source":{"id":"2208.00929","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2208.00929","created_at":"2026-07-05T04:45:28Z"},{"alias_kind":"arxiv_version","alias_value":"2208.00929v2","created_at":"2026-07-05T04:45:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2208.00929","created_at":"2026-07-05T04:45:28Z"},{"alias_kind":"pith_short_12","alias_value":"JJ2SDYLG7TBG","created_at":"2026-07-05T04:45:28Z"},{"alias_kind":"pith_short_16","alias_value":"JJ2SDYLG7TBG6I3P","created_at":"2026-07-05T04:45:28Z"},{"alias_kind":"pith_short_8","alias_value":"JJ2SDYLG","created_at":"2026-07-05T04:45:28Z"}],"graph_snapshots":[{"event_id":"sha256:f3ac815200a90899f7c7ea696e1a3e48921279d9d19db894588c3785dfca71bb","target":"graph","created_at":"2026-07-05T04:45:28Z","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/2208.00929/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper presents a new model architecture, gate with inhibition MLP (giMLP).The gate with inhibition on CycleMLP (gi-CycleMLP) can produce equal performance on the ImageNet classification task, and it also improves the BERT, Roberta, and DeBERTaV3 models depending on two novel techniques. The first is the gating MLP, where matrix multiplications between the MLP and the trunk Attention input in further adjust models' adaptation. The second is inhibition which inhibits or enhances the branch adjustment, and with the inhibition levels increasing, it offers models more muscular features restric","authors_text":"Cheng Kang, Daneil Novak, Huiyu Zhou, Jindich Prokop, Lei Tong, Yong Hu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-08-01T15:23:51Z","title":"giMLPs: Gate with Inhibition Mechanism in MLPs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2208.00929","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":"sha256:8f28849dc5f0cf83671295f272656c3740a5c84310523599ff9147376a5778a6","target":"record","created_at":"2026-07-05T04:45:28Z","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":"67cf62c46ccbab566fd0b277737159d175cc85975692c8936dc397e3574e9060","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-08-01T15:23:51Z","title_canon_sha256":"b94833942f3900456e702d6fdd2f3d5b43d8dd0acdb29d6797190db7453e0fbb"},"schema_version":"1.0","source":{"id":"2208.00929","kind":"arxiv","version":2}},"canonical_sha256":"4a7521e166fcc26f236f89822d1aee6d64357d39aeb5ec937a712c0a15b751cc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4a7521e166fcc26f236f89822d1aee6d64357d39aeb5ec937a712c0a15b751cc","first_computed_at":"2026-07-05T04:45:28.328388Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:45:28.328388Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HB/pmEFsP6nffer70T4+OtXaoaIdu4grj40ss3Dxt49FroXYAix6JyehFwWtpLWKeCUxTeLNNkjU/j7myeNeDA==","signature_status":"signed_v1","signed_at":"2026-07-05T04:45:28.328904Z","signed_message":"canonical_sha256_bytes"},"source_id":"2208.00929","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8f28849dc5f0cf83671295f272656c3740a5c84310523599ff9147376a5778a6","sha256:f3ac815200a90899f7c7ea696e1a3e48921279d9d19db894588c3785dfca71bb"],"state_sha256":"768a26ea80bedff9c286ff8a43ddedc0b7f4c579cf8858124b069488eb1b8417"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"EpZXe0IIMu7E1TumIpuvMFMsSCpPnHuVdZ2HgCH8FIXGKETSCXUWVfk3BQ1s116+7WAw90V8vxLSu2pmLTsMBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T21:06:12.923892Z","bundle_sha256":"954c4814a36fbe757c8339a70a1b6942c87431add8d1c64480f30065694e49bf"}}