Scholar

Christian Heumann

Google Scholar ID: H6LdyzoAAAAJ

Professor Statistik, Ludwig-Maximilians-Universität München

Statistik

Homepage↗Google Scholar↗

Citations & Impact

All-time

Citations

2,551

H-index

26

i10-index

55

Publications

20

Co-authors

0

Contact

Emailchristian.heumann@stat.uni-muenchen.de

Publications

17 items

Breaking the Likelihood Trap: Variance-Calibrated Modulation for Large Language Model Decoding

2026

Cited

0

Beyond Temperature: Hyperfitting as a Late-Stage Geometric Expansion

2026

Cited

0

Self-Reinforcing Controllable Synthesis of Rare Relational Data via Bayesian Calibration

2026

Cited

0

Min-$k$ Sampling: Decoupling Truncation from Temperature Scaling via Relative Logit Dynamics

2026

Cited

0

The Truncation Blind Spot: How Decoding Strategies Systematically Exclude Human-Like Token Choices

2026

Cited

0

Causal Effect Estimation with TMLE: Handling Missing Data and Near-Violations of Positivity

2025

Cited

0

The Geometry of Creative Variability: How Credal Sets Expose Calibration Gaps in Language Models

2025

Cited

0

GUARD: Glocal Uncertainty-Aware Robust Decoding for Effective and Efficient Open-Ended Text Generation

2025

Cited

0

Resume (English only)

Co-authors

0 total

Co-authors: 0 (list not available)