Research Explorer
Papers
Trends
Conferences
Explore
Authors
Topics
Keywords
Papers
Trends
Conferences
Explore
Authors
Topics
Keywords
Achievements
About
Methodology
← Optimization & Theory
Machine Learning
›
Optimization & Theory
›
Theory
4950 directly classified papers
Papers per year
2000: 1
2001: 2
2002: 3
2003: 3
2004: 9
2005: 4
2006: 32
2007: 25
2008: 31
2009: 25
2010: 37
2011: 37
2012: 45
2013: 76
2014: 66
2015: 72
2016: 102
2017: 156
2018: 246
2019: 353
2020: 447
2021: 567
2022: 646
2023: 741
2024: 670
2025: 426
2026: 128
Papers
Fast and Synchronous Crash Consistency with Metadata Write-Once File System
OSDI 2025
From Calculation to Adjudication: Examining LLM Judges on Mathematical Reasoning Tasks
ACL 2025
SPECS: Specificity-Enhanced CLIP-Score for Long Image Caption Evaluation
EMNLP 2025
Arena-lite: Efficient and Reliable Large Language Model Evaluation via Tournament-Based Direct Comparisons
EMNLP 2025
ReproHum #0033-05: Human Evaluation of Factuality from A Multidisciplinary Perspective
ACL 2025
Evaluating LLMs with Multiple Problems at once
ACL 2025
Circuit Complexity Bounds for RoPE-based Transformer Architecture
EMNLP 2025
Towards Holistic Evaluation of Large Audio-Language Models: A Comprehensive Survey
EMNLP 2025
Biological Sequence Kernels with Guaranteed Flexibility
JMLR 2025
CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control
JMLR 2025
Proper losses regret at least 1/2-order
JMLR 2025
Machine-generated text detection prevents language model collapse
EMNLP 2025
Assessing Visually-Continuous Corruption Robustness of Neural Networks Relative to Human Performance
WACV 2025
Stress-Testing the Reasoning Competence of Language Models With Formal Proofs
EMNLP 2025
Conflicting Needles in a Haystack: How LLMs behave when faced with contradictory information
EMNLP 2025
The Surprising Effectiveness of Infinite-Width NTKs for Characterizing and Improving Model Training
AAAI 2025
Mapping from Meaning: Addressing the Miscalibration of Prompt-Sensitive Language Models
AAAI 2025
Spiking Transformer with Spatial-Temporal Attention
CVPR 2025
Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation
EMNLP 2025
Calibration Across Layers: Understanding Calibration Evolution in LLMs
EMNLP 2025
Tiling artifacts and trade-offs of feature normalization in the segmentation of large biological images
ICCV 2025
HazeFlow: Revisit Haze Physical Model as ODE and Non-Homogeneous Haze Generation for Real-World Dehazing
ICCV 2025
Revisiting the Test-Time Scaling of o1-like Models: Do they Truly Possess Test-Time Scaling Capabilities?
ACL 2025
Cross-Lingual Pitfalls: Automatic Probing Cross-Lingual Weakness of Multilingual Large Language Models
ACL 2025
A Review of Quantum Computing Approaches to Semantic Search and Text Classification in Natural Language Processing
IJCNLP 2025
<
1
…
20
21
22
…
198
>