{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2014:67WDVYM6O3CHD2WNDF3KFVT5AR","short_pith_number":"pith:67WDVYM6","canonical_record":{"source":{"id":"1408.5532","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2014-08-23T21:38:50Z","cross_cats_sorted":[],"title_canon_sha256":"6c99d4383b3c9933a671fd6aa3f3d7f017303adf1601550d326c309e96a86720","abstract_canon_sha256":"8d50fb83d2f31a30f2ad15bad0b2cb5138c67ad04c5b4e4d6e8e795f72df062a"},"schema_version":"1.0"},"canonical_sha256":"f7ec3ae19e76c471eacd1976a2d67d045a29d0d4a3e2e5c7cea8c3a91d096f04","source":{"kind":"arxiv","id":"1408.5532","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1408.5532","created_at":"2026-05-18T02:18:40Z"},{"alias_kind":"arxiv_version","alias_value":"1408.5532v2","created_at":"2026-05-18T02:18:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1408.5532","created_at":"2026-05-18T02:18:40Z"},{"alias_kind":"pith_short_12","alias_value":"67WDVYM6O3CH","created_at":"2026-05-18T12:28:16Z"},{"alias_kind":"pith_short_16","alias_value":"67WDVYM6O3CHD2WN","created_at":"2026-05-18T12:28:16Z"},{"alias_kind":"pith_short_8","alias_value":"67WDVYM6","created_at":"2026-05-18T12:28:16Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2014:67WDVYM6O3CHD2WNDF3KFVT5AR","target":"record","payload":{"canonical_record":{"source":{"id":"1408.5532","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2014-08-23T21:38:50Z","cross_cats_sorted":[],"title_canon_sha256":"6c99d4383b3c9933a671fd6aa3f3d7f017303adf1601550d326c309e96a86720","abstract_canon_sha256":"8d50fb83d2f31a30f2ad15bad0b2cb5138c67ad04c5b4e4d6e8e795f72df062a"},"schema_version":"1.0"},"canonical_sha256":"f7ec3ae19e76c471eacd1976a2d67d045a29d0d4a3e2e5c7cea8c3a91d096f04","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T02:18:40.834436Z","signature_b64":"wIdaRLIkOPiH27Xwn5STjdLGIdjg5K7Lz4olgXvUic47qkq1vL5j6YZzoKuI0bsJb5h1/2r1oryOwapyFZoJCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f7ec3ae19e76c471eacd1976a2d67d045a29d0d4a3e2e5c7cea8c3a91d096f04","last_reissued_at":"2026-05-18T02:18:40.833655Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T02:18:40.833655Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1408.5532","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":"2026-05-18T02:18:40Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"FWVGQa/lPqP0tDeIdKeFVaLlZFfalTs9l1/Js6K5YLm/GKJvce9hYo6//IVtMRLiMbUWznUOOwuHl32RDb0qAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-21T22:03:59.720361Z"},"content_sha256":"d8e79ff636fed1afce5250a0d3fa79d43efb9fd343ee5723289b09b5a2ff3dc0","schema_version":"1.0","event_id":"sha256:d8e79ff636fed1afce5250a0d3fa79d43efb9fd343ee5723289b09b5a2ff3dc0"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2014:67WDVYM6O3CHD2WNDF3KFVT5AR","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"On the resolution of misspecified convex optimization and monotone variational inequality problems","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"math.OC","authors_text":"Hesam Ahmadi, Uday V. Shanbhag","submitted_at":"2014-08-23T21:38:50Z","abstract_excerpt":"We consider a misspecified optimization problem that requires minimizing a function f(x;q*) over a closed and convex set X where q* is an unknown vector of parameters that may be learnt by a parallel learning process. In this context, We examine the development of coupled schemes that generate iterates {x_k,q_k} as k goes to infinity, then {x_k} converges x*, a minimizer of f(x;q*) over X and {q_k} converges to q*. In the first part of the paper, we consider the solution of problems where f is either smooth or nonsmooth under various convexity assumptions on function f. In addition, rate state"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1408.5532","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":""},"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":"2026-05-18T02:18:40Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"GNFwE+RO9fTPBR8zXA18yn0j6jC/fJbks6VCFbSVxU8ITnUJR64w4Kr0HoPxspicddbw1GtQqFdYt8EdVcrjAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-21T22:03:59.720715Z"},"content_sha256":"8532e5ae9e53b2b4db8235c016bb02e4148691bdcc385a76a5fa7a0c7ea6d0f6","schema_version":"1.0","event_id":"sha256:8532e5ae9e53b2b4db8235c016bb02e4148691bdcc385a76a5fa7a0c7ea6d0f6"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/67WDVYM6O3CHD2WNDF3KFVT5AR/bundle.json","state_url":"https://pith.science/pith/67WDVYM6O3CHD2WNDF3KFVT5AR/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/67WDVYM6O3CHD2WNDF3KFVT5AR/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":"2026-06-21T22:03:59Z","links":{"resolver":"https://pith.science/pith/67WDVYM6O3CHD2WNDF3KFVT5AR","bundle":"https://pith.science/pith/67WDVYM6O3CHD2WNDF3KFVT5AR/bundle.json","state":"https://pith.science/pith/67WDVYM6O3CHD2WNDF3KFVT5AR/state.json","well_known_bundle":"https://pith.science/.well-known/pith/67WDVYM6O3CHD2WNDF3KFVT5AR/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2014:67WDVYM6O3CHD2WNDF3KFVT5AR","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":"8d50fb83d2f31a30f2ad15bad0b2cb5138c67ad04c5b4e4d6e8e795f72df062a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2014-08-23T21:38:50Z","title_canon_sha256":"6c99d4383b3c9933a671fd6aa3f3d7f017303adf1601550d326c309e96a86720"},"schema_version":"1.0","source":{"id":"1408.5532","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1408.5532","created_at":"2026-05-18T02:18:40Z"},{"alias_kind":"arxiv_version","alias_value":"1408.5532v2","created_at":"2026-05-18T02:18:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1408.5532","created_at":"2026-05-18T02:18:40Z"},{"alias_kind":"pith_short_12","alias_value":"67WDVYM6O3CH","created_at":"2026-05-18T12:28:16Z"},{"alias_kind":"pith_short_16","alias_value":"67WDVYM6O3CHD2WN","created_at":"2026-05-18T12:28:16Z"},{"alias_kind":"pith_short_8","alias_value":"67WDVYM6","created_at":"2026-05-18T12:28:16Z"}],"graph_snapshots":[{"event_id":"sha256:8532e5ae9e53b2b4db8235c016bb02e4148691bdcc385a76a5fa7a0c7ea6d0f6","target":"graph","created_at":"2026-05-18T02:18:40Z","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"},"paper":{"abstract_excerpt":"We consider a misspecified optimization problem that requires minimizing a function f(x;q*) over a closed and convex set X where q* is an unknown vector of parameters that may be learnt by a parallel learning process. In this context, We examine the development of coupled schemes that generate iterates {x_k,q_k} as k goes to infinity, then {x_k} converges x*, a minimizer of f(x;q*) over X and {q_k} converges to q*. In the first part of the paper, we consider the solution of problems where f is either smooth or nonsmooth under various convexity assumptions on function f. In addition, rate state","authors_text":"Hesam Ahmadi, Uday V. Shanbhag","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2014-08-23T21:38:50Z","title":"On the resolution of misspecified convex optimization and monotone variational inequality problems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1408.5532","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:d8e79ff636fed1afce5250a0d3fa79d43efb9fd343ee5723289b09b5a2ff3dc0","target":"record","created_at":"2026-05-18T02:18:40Z","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":"8d50fb83d2f31a30f2ad15bad0b2cb5138c67ad04c5b4e4d6e8e795f72df062a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2014-08-23T21:38:50Z","title_canon_sha256":"6c99d4383b3c9933a671fd6aa3f3d7f017303adf1601550d326c309e96a86720"},"schema_version":"1.0","source":{"id":"1408.5532","kind":"arxiv","version":2}},"canonical_sha256":"f7ec3ae19e76c471eacd1976a2d67d045a29d0d4a3e2e5c7cea8c3a91d096f04","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f7ec3ae19e76c471eacd1976a2d67d045a29d0d4a3e2e5c7cea8c3a91d096f04","first_computed_at":"2026-05-18T02:18:40.833655Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:18:40.833655Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"wIdaRLIkOPiH27Xwn5STjdLGIdjg5K7Lz4olgXvUic47qkq1vL5j6YZzoKuI0bsJb5h1/2r1oryOwapyFZoJCw==","signature_status":"signed_v1","signed_at":"2026-05-18T02:18:40.834436Z","signed_message":"canonical_sha256_bytes"},"source_id":"1408.5532","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d8e79ff636fed1afce5250a0d3fa79d43efb9fd343ee5723289b09b5a2ff3dc0","sha256:8532e5ae9e53b2b4db8235c016bb02e4148691bdcc385a76a5fa7a0c7ea6d0f6"],"state_sha256":"f340129d0d611149d6f69e90242ecfad682400d5a1cb15d53c257245c0cda103"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"71CgacDhoCCCKiyNPsnVTlkNqd+bCYUn4nGYWT5CxtmZ+rQ8k6fBa69hkFEiQihps9BuLXwVHEWXsTdQMv3HBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-21T22:03:59.722756Z","bundle_sha256":"ad0c0266b7227cd9451ac4e7454ce37b20b54b4cb4ad91089b1bbaba846bb4e6"}}