{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:HBOXI5GM7OGWOETDN3RZBI52R6","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":"895af53082e4ec1b9227883e2c87590544e2e6e0dbbd418ea8949f3a90d83d07","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-29T18:46:43Z","title_canon_sha256":"8fc63f049041232e8fac9ba7318c49ef07d54e03444dd16785bcc8a55815b773"},"schema_version":"1.0","source":{"id":"2607.27386","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.27386","created_at":"2026-07-31T00:10:51Z"},{"alias_kind":"arxiv_version","alias_value":"2607.27386v1","created_at":"2026-07-31T00:10:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.27386","created_at":"2026-07-31T00:10:51Z"},{"alias_kind":"pith_short_12","alias_value":"HBOXI5GM7OGW","created_at":"2026-07-31T00:10:51Z"},{"alias_kind":"pith_short_16","alias_value":"HBOXI5GM7OGWOETD","created_at":"2026-07-31T00:10:51Z"},{"alias_kind":"pith_short_8","alias_value":"HBOXI5GM","created_at":"2026-07-31T00:10:51Z"}],"graph_snapshots":[{"event_id":"sha256:f5aeafe64f9d0cad1812186dccb52654ef23646b26c3b9da9b494a0a9bcfc0cc","target":"graph","created_at":"2026-07-31T00:10:51Z","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/2607.27386/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Diffusion Language Models (DLMs) offer a compelling alternative to autoregressive (AR) generation by enabling bidirectional context and iterative refinement. However, their reliability under natural input noise and adversarial attacks remains under-explored. To address this, we systematically evaluate DLM robustness and calibration against AR baselines, using two parameter-matched pairs (LLaDA-8B vs. LLaMA-3-8B and Dream-7B vs. Qwen2.5-7B) across 32 natural perturbation conditions, adversarial gradient probes, and mechanistic hidden-state analyses. This paired design effectively isolates archi","authors_text":"Badri Narayana Patro, Saurabh Yadav, Vijay Srinivas Agneeswaran","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-29T18:46:43Z","title":"Beyond the Bidirectional Promise: Re-evaluating the Robustness of Diffusion Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.27386","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":"sha256:0c089de18bce172d72ca344016558715e85786937748977c3095bae6bb54bbbc","target":"record","created_at":"2026-07-31T00:10:51Z","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":"895af53082e4ec1b9227883e2c87590544e2e6e0dbbd418ea8949f3a90d83d07","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-29T18:46:43Z","title_canon_sha256":"8fc63f049041232e8fac9ba7318c49ef07d54e03444dd16785bcc8a55815b773"},"schema_version":"1.0","source":{"id":"2607.27386","kind":"arxiv","version":1}},"canonical_sha256":"385d7474ccfb8d6712636ee390a3ba8f8ae04ba6744746a58e3c81e510609b96","receipt":{"builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"385d7474ccfb8d6712636ee390a3ba8f8ae04ba6744746a58e3c81e510609b96","first_computed_at":"2026-07-31T00:10:51.060993Z","kind":"pith_receipt","last_reissued_at":"2026-07-31T00:10:51.060993Z","receipt_version":"0.3","signature_status":"unsigned_v0"},"source_id":"2607.27386","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0c089de18bce172d72ca344016558715e85786937748977c3095bae6bb54bbbc","sha256:f5aeafe64f9d0cad1812186dccb52654ef23646b26c3b9da9b494a0a9bcfc0cc"],"state_sha256":"a0325ea53c11568aaa6d4cdce2c9e34ee3c226ffbd5e084b3a3de0e6fdafbca1"}