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Methodology
← Optimization & Theory
Machine Learning
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Optimization & Theory
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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
Generating Visual Explanations from Deep Networks using Implicit Neural Representations
WACV 2025
Towards the Law of Capacity Gap in Distilling Language Models
ACL 2025
On the Statistical Properties of Generative Adversarial Models for Low Intrinsic Data Dimension
JMLR 2025
Quantifying the Influence of Evaluation Aspects on Long-Form Response Assessment
COLING 2025
How Good are LLM-based Rerankers? An Empirical Analysis of State-of-the-Art Reranking Models
EMNLP 2025
MARS-Bench: A Multi-turn Athletic Real-world Scenario Benchmark for Dialogue Evaluation
EMNLP 2025
A Structural Complexity Analysis of Hierarchical Task Network Planning
IJCAI 2025
Circuit-Aware d-DNNF Compilation
IJCAI 2025
Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems
CVPR 2025
NeSyA: Neurosymbolic Automata
IJCAI 2025
Polynomial-Time Relational Probabilistic Inference in Open Universes
IJCAI 2025
Explain It as Simple as Possible, but No Simpler – Explanation via Model Simplification for Addressing Inferential Gap (Abstract Reprint)
IJCAI 2025
Assessing Large Language Models on Islamic Legal Reasoning: Evidence from Inheritance Law Evaluation
EMNLP 2025
Are Large Language Models Fluent in Declarative Process Mining?
IJCAI 2025
Empowering LLMs with Logical Reasoning: A Comprehensive Survey
IJCAI 2025
The Art of Deception: Color Visual Illusions and Diffusion Models
CVPR 2025
A Unified Approach to Interpreting Self-supervised Pre-training Methods for 3D Point Clouds via Interactions
CVPR 2025
Unstable Grounds for Beautiful Trees? Testing the Robustness of Concept Translations in the Compilation of Multilingual Wordlists
ACL 2025
General Loss Functions Lead to (Approximate) Interpolation in High Dimensions
JMLR 2025
Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult
JMLR 2025
Camera Resection from Known Line Pencils and a Radially Distorted Scanline
CVPR 2025
Big Escape Benchmark: Evaluating Human-Like Reasoning in Language Models via Real-World Escape Room Challenges
ACL 2025
Categorical Semantics of Compositional Reinforcement Learning
JMLR 2025
Reasoning is All You Need for Video Generalization: A Counterfactual Benchmark with Sub-question Evaluation
ACL 2025
VI^3NR: Variance Informed Initialization for Implicit Neural Representations
CVPR 2025
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