Code Transformations Detect LLM-Written Python Across Models
ACW applies idempotent semantic-preserving Python rewrites after generation, reaching over 97% accuracy with under 0.1 seconds per function.
Jul 13, 20265 min2402.07518 Code available
Trending
The most significant papers right now, ranked by engagement.
Sort:
Planar Poset Dimension Gets a Linear Obstruction Bound
A structural proof shows that every poset with a planar diagram has dimension at most 96 se(P) + 672.
Jul 13, 20264 min2607.09294
Shared Backbones Enable Cross-Task Transfer in Multimodal Models
Controlled experiments across four UMMs find that understanding fine-tuning can improve three generation skills while avoiding direct generation shift.
Jul 12, 20264 min2607.04423
Computer SciencePick
Neuro-Symbolic Reasoning Improves LLM Accuracy by 12-18%
Generating natural language explanations then verifying them symbolically outperforms chain-of-thought prompting.
Aug 5, 202410 min2408.01234 Code available
Self-Supervised Depth Estimation Gets Geometric Verification
Explicit multi-view geometry constraints improve monocular depth without any ground-truth supervision.
Jun 11, 20248 min2406.05678 Code available
Derivative-Free Optimization Scales to 10,000 Dimensions
Random subspace methods achieve convergence rates dependent on intrinsic dimensionality, not ambient dimension.
May 6, 202410 min2405.02345