conftrace_

Machine Learning

132,800 papers (10 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Learning Types (56,253) Core Methods (51,083) Optimization & Theory (43,292) Application Areas (34,437) Bayesian & Probabilistic (4,733) Learning Paradigms (2,205)

Papers per year

5

22

43

74

52

76

308

315

348

358

533

570

711

1,481

1,361

1,651

2,440

3,865

5,968

9,301

11,133

13,312

14,452

17,500

20,351

21,167

5,403

2000

'5

'10

'15

'20

'25

Papers (including subtopics)

The Hidden Cost of Approximation in Online Mirror Descent COLT 2026 The Illusion of Fairness: Auditing Fairness Interventions in Algorithmic Hiring with Audit Studies AAAI 2026 The Impact of Highlighting Subjective Language on Perceived News Trustworthiness EACL 2026 The Indonesian Religiolect Corpus: Data Curation for Muslim, Protestant, and Catholic Language Varieties EACL 2026 The matrix-vector complexity of Ax=b COLT 2026 The Minimal Search Space for Conditional Causal Bandits UAI 2026 Themis: Automated Constraint-Aware Test Synthesis Framework for Code Reinforcement Learning AAAI 2026 The Model’s Language Matters: A Comparative Privacy Analysis of LLMs EACL 2026 The Monotonicity of the Franz–Parisi Potential Is Equivalent to Low-Degree MMSE Lower Bounds: Extended Abstract COLT 2026 Theoretical and Empirical Analysis of Lehmer Codes to Search Permutation Spaces with Evolutionary Algorithms AAAI 2026 Theoretical Compression Bounds for Wide Multilayer Perceptrons COLT 2026 Theoretical Guarantees for Domain Adaptation with Hierarchical Optimal Transport (Abstract Reprint) AAAI 2026 The Paradox of Outcome Optimization: A Causal Information-Theoretic Bound on Reasoning Shortcuts in LLMs ACL 2026 The PID Controller Strikes Back: Classical Controller Helps Mitigate Barren Plateaus in Noisy Variational Quantum Circuits L4DC 2026 The Planted Number Partitioning Problem ALT 2026 The Pluralistic Moral Gap: Understanding Moral Judgment and Value Differences between Humans and Large Language Models EACL 2026 The Price of Knowledge: Optimal Algorithms for Costly Bandits UAI 2026 The Price of Valid Inference After Causal Discovery UAI 2026 The Prosody of Emojis ACL 2026 The Proxy Presumption: From Semantic Embeddings to Valid Social Measures ACL 2026 The Publication Choice Problem AAAI 2026 Thermal-Physics Guided Infrared Image Super-Resolution with Dynamic High-Frequency Amplification AAAI 2026 The Role of Contextual Information in Best Arm Identification JMLR 2026 The Sample Complexity of Multiclass and Sparse Contextual Bandits COLT 2026 The Sample Complexity of Parameter-Free Stochastic Convex Optimization JMLR 2026