Paper P-554af5

✗ Not runnable within the agent budget (18 turns) PaperCInot reproducedP-554af5 · repository hidden · run dev-g2
PCI
papercibot reviewed this paper's code · 2026-10-11 11:11

Pipeline

✓Triage2s
✓Claims sealed7s
✗Build1.3m
–Offline run0s
–Reruns0s
!Verdict0s
–Package
–Oracle
–Trainability

Walkthrough

PaperCI fetched the paper's repository into a fresh CPU sandbox. A builder agent (claude-sonnet-4.6) worked for 18 turns (1.3 min), installed 3 package(s) (coverforest, cython, scikit-learn), but did not reach a runnable state (max_turns)

5claims sealed
0reproduced
0measured
0offline reruns
18agent turns
$0.16total cost

Claims vs measured

Claim (from the paper)PaperPaperCI measuredToleranceStatus
c1 coverage · Mice dataset, CV+ method with APS score0.964–-Blocked
c2 avg_set_size · Mice dataset, CV+ method with APS score1.589–-Blocked
c3 coverage · Mice dataset, CV+ method with RAPS score0.968–-Blocked
c4 avg_set_size · Mice dataset, CV+ method with RAPS score1.761–-Blocked
c5 speedup · Helena dataset, CV+ method72–-Blocked

Checks

✓SandboxFresh Docker container: non-root, all capabilities dropped, egress only via an allowlist proxy
✓Claims sealed5 headline claims extracted from the paper text and sealed (sha256 30c222ed57ff) before the builder started; the builder never saw the values
✗Buildmax_turns after 18 agent turns, 1.3 min
✓No hardcoded answersno sealed claim value appears in anything the builder wrote
✓No copied resultsno output file is a byte-identical copy of a result file in the repo
✓Computed, not replayedthe run computes its numbers instead of loading stored results
✓Uses the paper's codethe run script executes the repository's own code

Suggestions for the authors

1. Add a one-command reproduction entry pointGetting this repository to produce the headline numbers took more than 18 agent steps. A reproduce.sh (or a README section) that prints each table number would make it checkable.
2. Missing moduleImports failed for a module that is not declared as a dependency; add it to requirements.
3. Api incompatThe code breaks with current library versions; pin the versions you used (pip freeze).
Builder claude-sonnet-4.6 · verifier nova-pro (different model family) · neatlogs trace b41fe8bde8e2098e9049a171c718c20d · sealed claims sha256 30c222ed57ff0f93
Verdict blocked-infra (medium):