nightmarenet: v0.3.0

0.3.0 (2026-07-22)

Features

• add acceptance criteria to issue templates (adf5dc1)
• add acceptance criteria to issue templates (8e30e9e)
• add API startup logging + integration tests (dada95b)
• add API version header and changelog (8a7be3f)
• add CLI verbosity flags (--verbose/-v and --quiet/-q) (fd12339)
• add CLI verbosity flags (--verbose/-v and --quiet/-q) (6e70fec), closes #242
• add computer vision support for image classification (ResNet/CIFAR-10 sleep-cycle) (732751d)
• add confidence delta analysis (92a8c63)
• add confidence delta analysis (9218583)
• add config schema entries for strength scheduling (e3bf85c)
• add config validation error messages with key path context (e5efedc)
• add config validation error messages with key path context (eb02b13), closes #238
• add distortion strength scheduling variants (uniform, linear, cosine, step) (6833702)
• add distortion strength scheduling variants (uniform, linear, cosine, step) (04dcd88)
• add docs test and infra issue templates (6cab52c)
• add docs test and infra issue templates (a947444)
• add DVC data versioning for reproducible experiments (76683f8)
• add DVC data versioning for reproducible experiments (37a86cd)
• add empty states for dashboard components (cc9d191)
• add empty states for dashboard components (51ac160)
• add EU AI Act Article 15 compliance reporting (b0698a0)
• add EU AI Act Article 15 compliance reporting (b01ce7d)
• add EU AI Act compliance PDF export with digital signature (83e4e7f)
• add EU AI Act compliance PDF export with digital signature (d8a2514), closes #312
• add foundation for image-based computer vision distortions (4c141b4)
• add frontend error boundaries and offline state (4978ba8)
• add frontend error boundaries and offline state (f993803)
• add full-cycle benchmark configuration and documentation (3ac2d05)
• add full-cycle benchmark configuration and documentation (da1f0f8)
• add granular result caching for ensemble benchmark (#59) (c625f26)
• add make dev command for local development (#332) (76afd14)
• add make dev command for unified local setup (#332) (a9eea44)
• add model-aware learned adversarial attacks (0eb0f10)
• add model-aware learned adversarial attacks (9ff6258)
• add ONNX and TorchScript model export support (77a36e0)
• add ONNX and TorchScript model export support (72f53e5)
• add optional MLflow experiment tracking support (6de40c4)
• add optional MLflow experiment tracking support (b6f5fbe)
• add Optuna hyperparameter optimization support (a3ec20d)
• add Optuna hyperparameter optimization support (3c1dd44)
• add pagination to pipeline runs list endpoint (ad856c3), closes #241
• add per-cycle evaluation metrics (90a9b20)
• add responsive mobile sidebar navigation (6198f86)
• add responsive mobile sidebar navigation (f959111)
• add retry logic with exponential backoff to API client (#345) (0243e01)
• add retry logic with exponential backoff to API client (#345) (e3a4332)
• add rich message formatting for Slack/Discord webhooks (dea6498)
• add rich message formatting for Slack/Discord webhooks (5b2ba77)
• add shared backend for community reports with hotspot clustering and escalation drafts (9d7e465), closes #152
• Add statistical significance testing to evaluation comparisons … (a071765)
• Add statistical significance testing to evaluation comparisons (FR-E06) (0b2623a)
• add strength scheduling config keys with validation (1fd68df)
• Add Vision distortions foundation and Gaussian Noise (274d32c)
• add web metadata, manifest, and favicons for PWA support (557d49e)
• add web metadata, manifest, and favicons for PWA support (7be528e)
• add websocket reconnect with exponential backoff (9b60897)
• add websocket reconnect with exponential backoff (dffcdcc), closes #344
• api: add dynamic latest robustness badge endpoint (#317) (0b3e9a8)
• api: add dynamic latest robustness badge endpoint (#317) (937b205)
• auto-generate comprehensive ModelCard using huggingface_hub (1b37828)
• auto-generate comprehensive ModelCard using huggingface_hub (9c340a3)
• auto-merge all non-major Dependabot updates (#412) (2e3c2ce), closes #361
• automate GitHub releases with release-please (f0aec0e)
• automate GitHub releases with release-please (f467f04)
• certification: randomized smoothing (Cohen et al. 2019) core im… (edddaab)
• certification: randomized smoothing (Cohen et al. 2019) core implementation (6e14f26)
• complete huggingface hub CLI integration, pipeline auto-push, and utils guard module (cccb424)
• Computer Vision Pipeline Integration (ResNet-18 / CIFAR-10 sleep-cycle support) (a3bc929)
• emit epoch lifecycle callback events (ae0d3ac)
• evaluation: add certified robustness reporting and experiment s… (5d3bb60)
• evaluation: add certified robustness reporting and experiment support (d0e69b0)
• evaluation: add IBM ART integration adapter with PGD, FGSM, and C&W attacks (84eb11f)
• evaluation: add IBM ART integration adapter with PGD, FGSM, and C&W attacks (7579d60)
• evaluation: categorize failures by distortion type (#372) (064d9fc)
• evaluation: categorize failures by distortion type (#372) (ff9dcde)
• export per-sample robustness evaluation failures (36386b0)
• export per-sample robustness evaluation failures (8cbd3e7)
• frontend: replace default favicon and improve site metadata (5be9c56)
• frontend: replace default favicon and improve site metadata (6eee11d)
• implement cryptographic PDF signing for compliance reports (#405) (2ced9e8)
• implement cryptographic PDF signing for compliance reports (#405) (adbb9e6)
• implement human evaluation protocol and compute inter-annotator agreement metrics via Krippendorff's Alpha (66cc9fa)
• implement human evaluation protocol and Krippendorff's Alpha (79d8efb)
• implement nightmare-phase vision adversarial attacks (96947a9)
• implement pydantic validation for remaining endpoints (#251) (d45bbf0)
• implement pydantic validation for remaining endpoints (#251) (f229f00)
• implement RSLAD-style robust distillation in compression phase (closes #47) (9076a6f)
• include dotted key paths in validation error messages (13e81f1)
• integrate OpenTelemetry tracing across API and pipeline (c61298a)
• integrate OpenTelemetry tracing across API and pipeline (dd39d7f)
• integrate TextAttack adversarial evaluation via CLI (5519b04), closes #106
• persist pipeline run history to disk (#65) (91e1c41)
• persist pipeline run history to disk (#65) (69a1d68)
• personalize dashboard sidebar ordering (d834fe2)
• personalize dashboard sidebar ordering (f0a2152)
• research: implement multi-seed benchmark with statistical repor… (c1a1282)
• research: implement multi-seed benchmark with statistical reporting #105 (9296934)
• training: implement learning rate warmup + cosine decay schedul… (7dcec48)
• training: implement learning rate warmup + cosine decay scheduler #112 (642c94c)
• training: implement per-cycle distortion strength scheduling #111 (07b0a0a)
• training: implement per-cycle distortion strength scheduling #111 (65f3c88)
• ui: implement responsive smooth-scroll navigation panel closes #126 (8f4a527)
• vision: Add dream-phase image distortions (#169) (eabe2ca)
• vision: add dream-phase image distortions (color, geometric, blur, JPEG) (0457311)
• vision: implement nightmare phase vision adversarial attacks (b5b686e)
• wire ExperimentList row actions to real API endpoints (331de9e), closes #314
• wire setup_logging() into CLI entry points (29a41ee), closes #239

Bug Fixes

• a11y: add aria-labels to scroll nav arrows + fix rapid-click race condition (6ab7385)
• add .env.example, remove console.error, fix pydantic deprecation (aa0733f)
• add Apache 2.0 LICENSE and resolve license metadata conflicts (bbd3d21)
• add Apache 2.0 LICENSE and resolve license metadata conflicts (576bdeb)
• add evaluation package init (881cf70)
• add future annotations to defer optuna.Study type evaluation (5a535fa)
• add GPU utilization sampling loop during pipeline execution (fed4594)
• add missing getWebhooks/saveWebhooks mocks to SettingsPanel test (c06713d)
• add Python 3.10 to CI test matrix (763969e)
• add Python 3.10 to CI test matrix (4ace939), closes #229
• add python-dotenv to api optional dependencies (22ed5a6)
• add python-dotenv to api optional dependencies (84c33b1)
• add trailing newline to test_pipeline.py (2e79776)
• add trailing newlines, markdown fence lang, Makefile clean target (8152ab5)
• Address code review feedback for statistical significance testing (40e0fc5)
• address code review findings from inline comments (c704740)
• address code-owner review feedback and add reproducibility integration test (59b798f)
• address CodeRabbit AI review comments for dev script (b035fed)
• address CodeRabbit feedback and resolve mypy issues (bf5786c)
• address coderabbit feedback for webhook schemas and legacy response (1c8fee9)
• address CodeRabbit review comments and contributing guidelines (8ed1daf)
• address CodeRabbit review feedback (53df935)
• address CodeRabbit review feedback (a1e265d)
• address frontend lint errors in websocket hook (3eae320)
• address PR review feedback (8ce5987)
• address review feedback (cc6af0d)
• address review feedback and lint issues (d96bba2)
• address review feedback on dependabot config (f17e371)
• address ruff lint issues in compression tests (7b20a72)
• align root Dockerfile with python 3.12 and healthcheck (7f97d80)
• align root Dockerfile with python 3.12 and healthcheck (da6ad9d), closes #226
• assign optuna = None when import fails to prevent NameError (3e7bb4a)
• avoid network dependency in distillation test fixture (96e5788)
• cast non-string YAML keys to str in config validation (58d2e24)
• certification: resolve lint issues and merge conflicts (c14f052)
• change CORS default from wildcard to empty string for security (b923943), closes #237
• change CORS default from wildcard to empty, restore flat test structure (e808353)
• ci: correct YAML indentation for test job under jobs: (40b887a)
• cli: remove duplicate EnsembleOrchestrator creation in benchmark command (35ce4e0)
• complete HPO integration with missing files and dispatch registration (0989830)
• complete WCAG accessibility coverage and frontend CI (a9676aa)
• compression: gate distillation on pruning success, fix fgsm_perturb batch keys + labels, add tests (33ff796)
• correct test model shape and loss assertion in test_wake_model_type (0295066)
• disable console logging for evaluate --json to prevent JSON contamination (cd6d595)
• disable credential persistence per CodeRabbit (1196a24)
• docs: add badge links, remove extra blank lines, remove premature Discord link (6db5b0a)
• docs: correct Appendix E Dream column label and reproduction instructions (9914e67)
• emit EPOCH_END after each wake and dream epoch (dfe78e8)
• enforce HF_TOKEN validation and restore export_dir logic handling (7111476)
• evaluation: resolve metrics.py merge conflict (ec6acd5)
• format learned adversarial benchmark imports (89d9b22)
• frontend: downgrade aggressive eslint rules to warnings, refactor theme (d69840e)
• handle padded tokens in perplexity computation (d425ecf)
• harden CLI logging init, atomic checkpoint saves, include historical runs (92e8438)
• hpo pruning pipeline reference and mean_robustness fallback (382fa41)
• implement code review adjustments for hub optional extra, pull docs, and pipeline auto-push metadata (4981a5b)
• light mode gradient text and contrast fixes (7803617)
• lint: trailing whitespace, import order, worker seed overflow, non-vacuous assertion (405d1fa)
• merge main and address websocket review feedback (c466ba4)
• meta: derive metadataBase from env var with production fallback (c4eec97)
• mock _check_textattack_available in recipe tests (2c098c2)
• move certification module into package (475326a)
• move device to model namespace, cache strengths, optimize VisionItemWrapper (70e5707)
• preserve API base path and encode runId in WebSocket URL builder (5402e24)
• preserve tracebacks in CLI test harness, fix duplicate test name, handle missing benchmark config gracefully (946b876)
• refresh OpenAPI spec for version 0.2.1 (4cbfca3)
• regenerate lockfile from public npm registry (4b5713e)
• regenerate OpenAPI spec with CI FastAPI version (3417ab0)
• remove duplicate CORS list comprehension introduced by merge (d8bb515)
• remove orphaned dead code from pipeline.py after phase refactor (b65c3e3)
• remove redundant string quotes on type annotations (7566eb2)
• remove spurious .mean(dim=1) in seq_classification test model (de180b4)
• remove unused import and trailing whitespace in vision tests (d404854)
• replace library print/console.log with proper logging (cd067e0)
• replace library print/console.log with proper logging (702f1c3), closes #350
• replace local file:// paths with relative links in tutorials (bdf8c09)
• require two series before rendering robustness radar (a0c5789)
• resolve ast.Num cross-version compatibility for python 3.14 compilation (06280d6)
• resolve coderabbit feedback for pip-audit and webhook schema (f2dac75)
• resolve formatting and lint errors in trainer.py (de54e23)
• resolve learned adversarial typing and fallback errors (66f0ad8)
• resolve learned adversarial typing errors (2f124c8)
• resolve merge conflicts with main (5635efa)
• resolve mypy errors from vision pipeline merge (b6dfcbf)
• resolve mypy errors in phases/ modules after pipeline refactor (9ef8406)
• Resolve mypy type error in bootstrap_deltas assignment (2087e66)
• resolve mypy type issues in certification budget handling (d9628e1)
• resolve pre-existing eslint errors in Button.test.tsx (fbd35ea)
• resolve process substitution, add POSIX newlines, update README setup and macOS advisory (f655a0c)
• resolve python 3.14 ast compatibility and line length lint rules (74673e1)
• resolve python style linting, line length violations, and indentation alignment (6dbe32d)
• resolve python syntax indentation alignment inside pipeline auto-push block (36ee963)
• resolve PyTorch seeding reproducibility issue in training loop (… (3cb1719)
• resolve PyTorch seeding reproducibility issue in training loop (#64) (e8d4fc7)
• resolve remaining merge conflict markers in cli.py (53c30f9)
• resolve ruff B009 lint warning (f727c1a)
• resolve ruff I001/E501/UP015 in test_distributed_native.py (9617a22)
• resolve ruff lint errors (duplicate except, import order, trailing newline) (f9b0139)
• resolve ruff lint errors in appendix E generator script (d940ab1)
• resolve ruff lint errors in vision pipeline integration (W293, E501, E402, I001, F401) (6f6488b)
• resolve ruff linting errors in test_config_edge.py (44526e3)
• resolve TypeScript errors in retry implementation (74a30d0)
• resolve unhandled rejection in retry exhaustion test (5a685e3)
• resolve unhandled rejection in retry exhaustion test (18ddce1)
• resolve WCAG accessibility and CI test issues (9f7480c)
• restore _target_model initialization in LearnedAdversarialGenerator after merge (41e0c11)
• restore CORS wildcard default, clean docstrings, migrate config edge tests, and improve distributed tests (17cfb69)
• Restore print() for distort command output to pass tests (48779d0)
• run frontend and accessibility tests in CI (22b8961)
• scope cache key to target model and avoid caching fallback under gradient key (a2ad985)
• scripts: add seed, argparse, division guard, fix noise probability comment in human eval (a0b48ec)
• shorten type validation lines in schema to satisfy line length rules (18c6232)
• skip vision distortion tests when torchvision not installed (44b4f14)
• sort imports to satisfy ruff I001 in test_distributed_native.py (69c7ac1)
• store all params in WakePhase.init + add model_type tests (0049438)
• support extended learned adversarial cache keys (92447e5)
• support extended learned adversarial cache keys (db20cb3)
• support extended learned adversarial cache keys (2915858)
• test: replace module-level os.environ mutation with autouse monkeypatch fixture (9ddebfe)
• test: use tmp_path + disable checkpoints in reproducibility test to prevent disk exhaustion (8957a92)
• training: cap warmup lambda at 1.0, compose nightmare LR multiplier with scheduler, add test (4105407)
• training: lr_schedule=none now truly disables scheduler regardless of warmup_steps (c31d300)
• unpack 5-tuple learned adversarial cache keys (177d5cc)
• update openapi.json to match pydantic generation in CI (7f6ce25)
• update SettingsPanel tests for async webhook loading (8117740)
• upload Codecov coverage before frontend checks (bba8445)
• use env bash shebang and fix PID tracking for graceful shutdown (0b43237)
• use robustness_delta local variable for Hub metadata export (177528d)
• use signed format specifiers, dynamic t-crit, update stale single-seed stats to multi-seed values (e797de9)
• validate attack name before import, require --model, fix avg_queries (755f16d)
• wire schemas to endpoints, add validation tests, and restore pip-audit fallback (69e9afa)
• wrap Add Webhook assertion in waitFor for async state update (f4b676f)
• wrap table rows, HTML-escape JSON, add page breaks in PDF builder (cccb1e0)

Documentation

• add .env.example files and update environment setup documentation (95b54b3)
• add .env.example files and update environment setup documentation (189db34)
• add .python-version and .nvmrc for local development (cc7a93a)
• add Appendix E qualitative dream/nightmare distortion examples (434fcae)
• add Appendix E qualitative dream/nightmare distortion examples (361e767)
• add changelog and release configuration (dee1468)
• add changelog and release configuration (443f914)
• Add CITATION.cff for GitHub citation widget (09c58b1)
• Add CITATION.cff for GitHub citation widget (68e27be)
• add Code of Conduct with cross-references (c5166b8)
• add Code of Conduct with cross-references (4343913)
• add Codecov badge and CI coverage upload (f13161d)
• add Codecov badge and CI coverage upload (514506c), closes #230
• add competitive assignment rule to ECSoC'26 section (bac38c3)
• add ECSoC'26 notice to issue template footers (601a144)
• add ECSoC26 pro tips - CodeRabbit, re-request review, checklists, ask questions (cc3ac4d)
• add full hyperparameter tables for all experiments to Appendix A (8179eb1)
• add make dev setup and macOS bash requirements (7f2b467)
• add Python and Node version files (d3cb3bc)
• align Appendix E observation with corrected script output (9b98562)
• auto-update openapi.json (ea52e61)
• clarify FGSM/PGD fallback behavior in engine descriptions (16a82d1)
• contributing: fix stale refs - pre-commit, Next.js 16, uvicorn env-file, docs/api removal, nightmarenet_server exists (1d813b7)
• contributing: mandate assignment before PR, add when-to-request-review gate (529f2a9)
• correct PR CI refresh guidance - re-run reuses stale merge ref (0b69f8b)
• create complete step-by-step tutorial suite and update README (dbb9ca8)
• create complete step-by-step tutorial suite and update README (39d01c9)
• encourage competitive assignment requests with detailed approaches (8884bb5)
• finalize markdown blocks for push/pull hub interface documentation (2e786f5)
• fix benchmark table structure and projected benchmark formatting (c49a93a)
• fix docstring examples to define logger/handler (85c29de)
• fix encoding artifacts (mangled em-dashes and arrows) (d6ddf5f)
• highlight competitive assignment callout with GitHub tip admonition (b9a0213)
• improve changelog based on review feedback (d570823)
• improve CONTRIBUTING.md - add verification notice, branch policy, force-push rule, fix stale test count (7a4c97f)
• improve environment setup documentation (#403) (0f1b8e5)
• improve environment setup documentation (#403) (b26396c)
• paper: clarify certified radius applies to smoothed classifier, not raw model (60900be)
• reconcile stale numbers in paper-draft and training.py (144e6ee)
• reconcile stale numbers in paper-draft and training.py (1928379)
• replace small-PR tip with local learnings file recommendation (40b2e57)
• replace static CI badge with GitHub Actions badge (343639d)
• replace static CI badge with GitHub Actions badge (16d41a5)
• separate measured and projected benchmark results (8da7c2c)
• separate measured and projected benchmark results (0342305)
• strengthen CodeRabbit review comment policy in CONTRIBUTING.md (8cfc869)
• update Code of Conduct references (3e297cf)
• update README hero to reflect robustness platform (56e7f9e)
• update README hero to reflect robustness platform (26eb837)
• update stale test count badge and testing section (434/502 -> 556) (9ebc9d0)
• update stale test count badge and testing section (434/502 -> 556) (ad9f026), closes #68
• update stale test counts to 660+ (acf1ea6)
• update stale test counts to 660+ (97d0056)
• update test badge count from 558+ to 660+ (10093dc)