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)

How Low Can You Go? Searching for the Intrinsic Dimensionality of Complex Networks using Metric Node Embeddings ICLR 2025 How many samples are needed to train a deep neural network? ICLR 2025 How many words does it take to understand a low-resource language? NAACL 2025 How Much Can Transfer? BRIDGE: Bounded Multi-Domain Graph Foundation Model with Generalization Guarantees ICML 2025 How Much Can We Forget about Data Contamination? ICML 2025 How much do contextualized representations encode long-range context? NAACL 2025 How Much Do LLMs Hallucinate across Languages? On Realistic Multilingual Estimation of LLM Hallucination EMNLP 2025 How Much is a Noisy Image Worth? Data Scaling Laws for Ambient Diffusion. ICLR 2025 How Much is Too Much? Exploring LoRA Rank Trade-offs for Retaining Knowledge and Domain Robustness IJCNLP 2025 How Much is Unseen Depends Chiefly on Information About the Seen ICLR 2025 How Much Knowledge Can You Pack into a LoRA Adapter without Harming LLM? NAACL 2025 How much of my dataset did you use? Quantitative Data Usage Inference in Machine Learning ICLR 2025 How new data permeates LLM knowledge and how to dilute it ICLR 2025 How Not to Stitch Representations to Measure Similarity: Task Loss Matching Versus Direct Matching AAAI 2025 How Numerical Precision Affects Arithmetical Reasoning Capabilities of LLMs ACL 2025 How Persuasive Is Your Context? EMNLP 2025 How Programming Concepts and Neurons Are Shared in Code Language Models ACL 2025 How Real Are Synthetic Therapy Conversations? Evaluating Fidelity in Prolonged Exposure Dialogues EMNLP 2025 How Reliable is Multilingual LLM-as-a-Judge? EMNLP 2025 How rotation invariant algorithms are fooled by noise on sparse targets ALT 2025 How Sampling Affects the Detectability of Machine-written texts: A Comprehensive Study EMNLP 2025 How to age BERT Well: Continuous Training for Historical Language Adaptation COLING 2025 How to Compare Things Properly? A Study of Argument Relevance in Comparative Question Answering ACL 2025 How to Evaluate Reward Models for RLHF ICLR 2025 How to Find the Exact Pareto Front for Multi-Objective MDPs? ICLR 2025