statistical modeling

46 papers

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bayesian inference (1904) neural population (44) probabilistic modeling (851) uncertainty quantification (1365) probabilistic model (476) expectation maximization (254) computational linguistics (210) deep learning (2111) monte carlo simulation (25) statistical model (36)

Papers

OptiHive: Ensemble Selection for LLM-Based Optimization via Statistical Modeling AAAI 2026

Analyzing and Modeling LLM Response Lengths with Extreme Value Theory: Anchoring Effects and Hybrid Distributions EMNLP 2025

A New Statistical Model of Star Speckles for Learning to Detect and Characterize Exoplanets in Direct Imaging Observations CVPR 2025

Statistically Principled Deep Learning for SAR Image Segmentation AAAI 2024

Machine-in-the-Loop with Documentary and Descriptive Linguists EACL 2024

SPD-DDPM: Denoising Diffusion Probabilistic Models in the Symmetric Positive Definite Space AAAI 2024

Idiom Complexity in Apple-Pie Order: The Disentanglement of Decomposability and Transparency COLING 2024

Speaker Detection by the Individual Listener and the Crowd: Parametric Models Applicable to Bonafide and Deepfake Speech INTERSPEECH 2024

Hierarchical Visual Categories Modeling: A Joint Representation Learning and Density Estimation Framework for Out-of-Distribution Detection ICCV 2023

A dynamic model of lexical experience for tracking of oral reading fluency ACL 2023

Sequence Models for Document Structure Identification in an Undeciphered Script EMNLP 2022

A Unified Statistical Learning Model for Rankings and Scores with Application to Grant Panel Review JMLR 2022

LinCDE: Conditional Density Estimation via Lindsey's Method JMLR 2022

Extending the Fullband E-Model Towards Background Noise, Bursty Packet Loss, and Conversational Degradations INTERSPEECH 2021

Sparse Deep Learning: A New Framework Immune to Local Traps and Miscalibration NIPS 2021

Color Visual Illusions: A Statistics-based Computational Model NIPS 2020

Statistical Approach to Speech Synthesis: Past, Present and Future INTERSPEECH 2019

Towards Near-imperceptible Steganographic Text ACL 2019

A Compact and Discriminative Feature Based on Auditory Summary Statistics for Acoustic Scene Classification INTERSPEECH 2018

Beauty-in-averageness and its contextual modulations: A Bayesian statistical account NIPS 2018

Curve Reconstruction via the Global Statistics of Natural Curves CVPR 2018

Mallows Models for Top-k Lists NIPS 2018

Unsupervised Morphology Learning with Statistical Paradigms COLING 2018

The Trajectory of Voice Onset Time with Vocal Aging INTERSPEECH 2018

Nebula: F0 Estimation and Voicing Detection by Modeling the Statistical Properties of Feature Extractors INTERSPEECH 2018