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Methodology
← Optimization & Theory
Machine Learning
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Optimization & Theory
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Bayesian Inference
4821 directly classified papers
Papers per year
2001: 1
2002: 1
2003: 5
2004: 2
2005: 9
2006: 22
2007: 32
2008: 36
2009: 38
2010: 72
2011: 86
2012: 85
2013: 148
2014: 179
2015: 162
2016: 183
2017: 255
2018: 278
2019: 458
2020: 469
2021: 554
2022: 477
2023: 576
2024: 348
2025: 255
2026: 90
Papers
UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning
CVPR 2025
Uncertainty-Aware Diffusion-Guided Refinement of 3D Scenes
ICCV 2025
K-Sort Arena: Efficient and Reliable Benchmarking for Generative Models via K-wise Human Preferences
CVPR 2025
Partially Matching Submap Helps: Uncertainty Modeling and Propagation for Text to Point Cloud Localization
ICCV 2025
Consistent Time-of-Flight Depth Denoising via Graph-Informed Geometric Attention
ICCV 2025
Quantifying and Narrowing the Unknown: Interactive Text-to-Video Retrieval via Uncertainty Minimization
ICCV 2025
Probabilistic Inertial Poser (ProbIP): Uncertainty-aware Human Motion Modeling from Sparse Inertial Sensors
ICCV 2025
ContraGS: Codebook-Condensed and Trainable Gaussian Splatting for Fast, Memory-Efficient Reconstruction
ICCV 2025
AD4CD: Causal-Guided Anomaly Detection for Enhancing Cognitive Diagnosis
AAAI 2025
UvA-MT at WMT25 Evaluation Task: LLM Uncertainty as a Proxy for Translation Quality
EMNLP 2025
Fuzzy Reasoning Chain (FRC): An Innovative Reasoning Framework from Fuzziness to Clarity
EMNLP 2025
Minimal Ranks, Maximum Confidence: Parameter-efficient Uncertainty Quantification for LoRA
EMNLP 2025
Uncertainty-driven Partial Diacritization for Arabic Text
EMNLP 2025
Beyond the First Error: Process Reward Models for Reflective Mathematical Reasoning
EMNLP 2025
SUE: Sparsity-based Uncertainty Estimation via Sparse Dictionary Learning
EMNLP 2025
Resource-Rational Noisy-Channel Language Processing: Testing the Effect of Algorithmic Constraints on Inferences
EMNLP 2025
AgentPro: Enhancing LLM Agents with Automated Process Supervision
EMNLP 2025
How To Make Your Cell Tracker Say "I dunno!"
ICCV 2025
pFedGPT: Hierarchically Optimizing LoRA Aggregation Weights for Personalized Federated GPT Models
EMNLP 2025
Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards
EMNLP 2025
SyncSDE: A Probabilistic Framework for Diffusion Synchronization
CVPR 2025
Case-Based Decision-Theoretic Decoding with Quality Memories
EMNLP 2025
An Automatic Method to Estimate Correctness of RAG
COLING 2025
Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation
CVPR 2025
Image Reconstruction from Readout-Multiplexed Single-Photon Detector Arrays
CVPR 2025
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