Skip to content
conftrace_

Optimization & Theory

43,292 papers (3 classified directly here)

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

Optimization (17,731) Learning Theory (6,809) Bayesian Inference (6,267) Theory (5,579) Statistical Learning (4,564) Neural Network Optimization (4,155) Stochastic Processes (2,948) Stochastic Methods (1,283) Loss Functions (1,220) Distributed Learning (1,202) Online Algorithms (1,013) Statistics (822) Generalization (376) Information Theory (370) Sample Complexity (282) Sparse Optimization (241) Game Theory (151) Convex Optimization (132) Optimal Transport (104) Robust Optimization (84) Distributed Optimization (73) Approximation Algorithms (33)

Papers per year

1
52
352
828
3,646
5,854
2000
'5
'10
'15
'20
'25

Papers (including subtopics)

MT-RewardTree: A Comprehensive Framework for Advancing LLM-Based Machine Translation via Reward Modeling EMNLP 2025 Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing EMNLP 2025 Multi-agent Multi-armed Bandit Regret Complexity and Optimality AISTATS 2025 Multi-agent Stochastic Bandits Robust to Adversarial Corruptions L4DC 2025 Multi-Branch Self-Drafting for LLM Inference Acceleration AAAI 2025 Multi-concept Model Immunization through Differentiable Model Merging AAAI 2025 Multidimensional Adaptive Coefficient for Inference Trajectory Optimization in Flow and Diffusion ICML 2025 Multi-Dimensional Conformal Prediction ICLR 2025 Multi-Draft Speculative Sampling: Canonical Decomposition and Theoretical Limits ICLR 2025 Multi-Label Ranking Loss Minimization for Matrix Completion AAAI 2025 Multilevel Generative Samplers for Investigating Critical Phenomena ICLR 2025 Multi-Level Optimal Transport for Universal Cross-Tokenizer Knowledge Distillation on Language Models AAAI 2025 Multilingual Iterative Model Pruning: What Matters? IJCNLP 2025 Multi-marginal Schrödinger Bridges with Iterative Reference Refinement AISTATS 2025 Multimodal Large Language Model-Guided ISP Hyperparameter Optimization with Dynamic Preference Learning ICCV 2025 Multimodal Speech-Based Biomarkers Outperform the ALS Functional Rating Scale in Predicting Individual Disease Progression in ALS Interspeech 2025 Multimodal Variational Autoencoder: A Barycentric View AAAI 2025 Multinoulli Extension: A Lossless Yet Effective Probabilistic Framework for Subset Selection over Partition Constraints ICML 2025 Multi-objective antibody design with constrained preference optimization ICLR 2025 Multi-Objective Causal Bayesian Optimization ICML 2025 Multiobjective distribution matching ICML 2025 Multi-Objective Evolution of Heuristic Using Large Language Model AAAI 2025 Multi-Objective Molecular Design Through Learning Latent Pareto Set AAAI 2025 Multi-Objective Neural Bandits with Random Scalarization IJCAI 2025 Multi-Organizational Scheduling: Individual Rationality, Optimality, and Complexity IJCAI 2025