Bibliographic record
Abstract
What's Changed Calculate the mutual coherence for a matrix and a set of vectors by @dvdllrch in https://github.com/vprusso/toqito/pull/1183 Wrap up tensor_comb by @purva-thakre in https://github.com/vprusso/toqito/pull/1219 fix: Github action to check and auto-commit poetry.lock (new PR) by @NV-Karthik in https://github.com/vprusso/toqito/pull/1198 Add unitaryHACK announcement to docs by @purva-thakre in https://github.com/vprusso/toqito/pull/1221 chore(deps-dev): bump setuptools from 80.7.1 to 80.8.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1229 Fix docs dependency syntax to use >= instead of == by @EvyatarHaim in https://github.com/vprusso/toqito/pull/1234 chore(deps-dev): bump setuptools from 80.8.0 to 80.9.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1238 chore(deps-dev): bump mypy from 1.15.0 to 1.16.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1239 chore(deps-dev): bump ipython from 8.36.0 to 8.37.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1240 Fix: circular import with kraus to choi by @poig in https://github.com/vprusso/toqito/pull/1235 Fix: NPA Hierarchy Stability by @poig in https://github.com/vprusso/toqito/pull/1237 chore(deps): bump pytest from 8.3.4 to 8.4.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1253 chore(deps): bump requests from 2.32.3 to 2.32.4 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1254 Features: Enhance the is_separable function by @poig in https://github.com/vprusso/toqito/pull/1236 Fix: Extended Nonlocal Game Entangled Value Bounds by @poig in https://github.com/vprusso/toqito/pull/1233 Fix refs.bib by @Newtech66 in https://github.com/vprusso/toqito/pull/1260 chore(deps): bump sympy from 1.13.3 to 1.14.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1264 chore(deps-dev): bump coverage from 7.8.0 to 7.9.1 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1263 chore(deps): bump pytest-cov from 6.1.1 to 6.2.1 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1262 chore(deps): bump numpy from 2.2.3 to 2.2.6 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1261 Switch to footbibliography by @purva-thakre in https://github.com/vprusso/toqito/pull/1265 Add is_absolutely_ppt and abs_ppt_constraints by @Newtech66 in https://github.com/vprusso/toqito/pull/1256 Finalize sphinx gallery by @CreativeBinBag in https://github.com/vprusso/toqito/pull/1252 chore(deps): bump urllib3 from 2.4.0 to 2.5.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1268 chore(deps): bump scipy from 1.15.2 to 1.15.3 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1272 chore(deps-dev): bump flake8 from 7.2.0 to 7.3.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1273 chore(deps-dev): bump ruff from 0.11.0 to 0.12.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1271 Disable dependabot automerge workflow by @purva-thakre in https://github.com/vprusso/toqito/pull/1274 Example Gallery: Pusey–Barrett–Rudolph theorem by @CreativeBinBag in https://github.com/vprusso/toqito/pull/1269 chore(deps-dev): bump pillow from 11.2.1 to 11.3.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1278 Add example for testing the antidistinguishability threshold for equiangular states by @CreativeBinBag in https://github.com/vprusso/toqito/pull/1280 Fix NPA hierarchy constraint generation and support for extended levels like "1+ab" by @Wilson123d in https://github.com/vprusso/toqito/pull/1281 Add example for Antidistinguishability of Circulant States and the Eigenvalue Criterion by @CreativeBinBag in https://github.com/vprusso/toqito/pull/1282 Reduce docs build time by @purva-thakre in https://github.com/vprusso/toqito/pull/1284 Added files for channel distinguishability by @deba-cyber in https://github.com/vprusso/toqito/pull/1259 Fix greyed out code blocks in docs by @purva-thakre in https://github.com/vprusso/toqito/pull/1285 Check docs build by @purva-thakre in https://github.com/vprusso/toqito/pull/1287 Add fast classical value computation module and test cases for BCS by @Wilson123d in https://github.com/vprusso/toqito/pull/1231 chore(deps-dev): bump distlib from 0.3.9 to 0.4.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1292 chore(deps): bump networkx from 2.8.8 to 3.4.2 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1293 chore(deps): bump cvxpy from 1.6.2 to 1.7.1 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1291 chore(deps-dev): bump coverage from 7.9.1 to 7.10.2 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1296 chore(deps-dev): bump mypy from 1.16.0 to 1.17.1 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1295 chore(deps): bump furo from 2024.8.6 to 2025.7.19 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1294 fix inaccuracies in the docstrings by @CreativeBinBag in https://github.com/vprusso/toqito/pull/1288 Add ruff format option in CI by @purva-thakre in https://github.com/vprusso/toqito/pull/1299 chore(deps-dev): bump pre-commit from 4.2.0 to 4.3.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1302 Refactor: move example sources into docs folder by @CreativeBinBag in https://github.com/vprusso/toqito/pull/1297 ValueError for Pauli matrices function by @purva-thakre in https://github.com/vprusso/toqito/pull/1298 Fix the warnings raised when doc build is run by @CreativeBinBag in https://github.com/vprusso/toqito/pull/1301 perf: optimising bell state generation by @RajdeepAher in https://github.com/vprusso/toqito/pull/1304 Examples Gallery: Tutorial for PGM and PBM by @CreativeBinBag in https://github.com/vprusso/toqito/pull/1290 perf: optimising basis state generation by @RajdeepAher in https://github.com/vprusso/toqito/pull/1305 chore(deps): bump actions/checkout from 4 to 5 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1308 perf: optimising max_entangled state generation by @RajdeepAher in https://github.com/vprusso/toqito/pull/1306 perf: optimising depolarizing channel by @RajdeepAher in https://github.com/vprusso/toqito/pull/1307 fix: state exclusion primal by @vprusso in https://github.com/vprusso/toqito/pull/1314 improving partial_trace by @RajdeepAher in https://github.com/vprusso/toqito/pull/1311 regression analysis in toqito by @RajdeepAher in https://github.com/vprusso/toqito/pull/1312 Restructure extended nonlocal game examples and update gallery order by @CreativeBinBag in https://github.com/vprusso/toqito/pull/1313 Examples Gallery: Add new examples to extended_nonlocal_games tutorial by @CreativeBinBag in https://github.com/vprusso/toqito/pull/1303 improving swap by @RajdeepAher in https://github.com/vprusso/toqito/pull/1310 Fixing minor typos and inconsistencies in the hadamard function by @AbdullahKazi500 in https://github.com/vprusso/toqito/pull/1318 chore(deps): bump actions/checkout from 4 to 5 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1323 chore(deps): bump actions/setup-python from 5 to 6 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1322 chore(deps): bump more-itertools from 10.7.0 to 10.8.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1321 chore(deps): bump pytest-cov from 6.2.1 to 6.3.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1320 Ensure error is raised when invalid parameter is provided for H by @purva-thakre in https://github.com/vprusso/toqito/pull/1319 chore(deps-dev): bump ruff from 0.12.0 to 0.13.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1332 chore(deps-dev): bump mypy from 1.17.1 to 1.18.1 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1333 chore(deps): bump numba from 0.61.2 to 0.62.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1334 chore(deps): bump furo from 2025.7.19 to 2025.9.25 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1336 feat: switch to uv from poetry by @vprusso in https://github.com/vprusso/toqito/pull/1337 docs: improve the documentation for the randomness of random_povm by @vprusso in https://github.com/vprusso/toqito/pull/1338 fix: issues with rsv by @vprusso in https://github.com/vprusso/toqito/pull/1339 chore: remove isort file and move into pyproject by @vprusso in https://github.com/vprusso/toqito/pull/1340 chore: fix render ovee by @vprusso in https://github.com/vprusso/toqito/pull/1341 chore: increase coverage by @vprusso in https://github.com/vprusso/toqito/pull/1342 chore(deps): bump isort from 6.0.0 to 6.1.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1343 Added Rényi entropy of a quantum state by @tnemoz in https://github.com/vprusso/toqito/pull/1345 chore(deps): bump isort from 6.1.0 to 7.0.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1347 chore(deps): bump ruff from 0.13.0 to 0.14.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1346 chore(deps): bump coverage from 7.10.2 to 7.11.0 by @dependabot[bot] in https://github.com/vprusso/toqito/pull/1350 Learnability sdp by @vprusso in https://github.com/vprusso/toqito/pull/1351 New Contributors @EvyatarHaim made their first contribution in https://github.com/vprusso/toqito/pull/1234 @poig made their first contribution in https://github.com/vprusso/toqito/pull/1235 @Newtech66 made their first contribution in https://github.com/vprusso/toqito/pull/1260 @Wilson123d made their first contribution in https://github.com/vprusso/toqito/pull/1281 @deba-cyber made their first contribution in https://github.com/vprusso/toqito/pull/1259 Full Changelog: https://github.com/vprusso/toqito/compare/v1.1.2...v1.1.3
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.005 | 0.000 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.506 | 0.116 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".