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)

Efficient Hallucination Detection: Adaptive Bayesian Estimation of Semantic Entropy with Guided Semantic Exploration AAAI 2026 Efficient Learning and Symmetry Discovery under Exact Invariances COLT 2026 Efficiently Seeking Flat Minima for Better Generalization in Fine-Tuning Large Language Models and Beyond AAAI 2026 Efficient Model Specialization via Training-time and Test-time Adaptation AAAI 2026 EfficientMonoHair: Fast Strand-Level Reconstruction from Monocular Video via Multi-View Direction Fusion CVPR 2026 Efficient Opportunistic Approachability ALT 2026 Efficient Post-Training Refinement of Latent Reasoning in Large Language Models AAAI 2026 Efficient Preference Alignment via Pareto Exploration (Student Abstract) AAAI 2026 Efficient Protein Optimization via Structure-aware Hamiltonian Dynamics AAAI 2026 Efficient Q-Learning and Actor–Critic Methods for Robust Average-Reward Reinforcement Learning. UAI 2026 Efficient Reasoning for Large Reasoning Language Models via Certainty-Guided Reflection Suppression AAAI 2026 Efficient Rule Induction by Ignoring Pointless Rules AAAI 2026 Efficient, Secure, Differentially Private Deep Learning in the Two-Server Model AAAI 2026 Efficient Solution and Learning of Robust Factored MDPs AAAI 2026 Efficient Swap Multicalibration of Elicitable Properties COLT 2026 Efficient Thought Space Exploration Through Strategic Intervention AAAI 2026 Efficient Verification and Falsification of ReLU Neural Barrier Certificates AAAI 2026 ElastoGen: 4D Generative Elastodynamics AAAI 2026 Eliciting Chain-of-Thought in Base LLMs via Gradient-Based Representation Optimization AAAI 2026 Elite Pattern Reinforcement for Vehicle Routing Problems AAAI 2026 ELSPR: Evaluator LLM Training Data Self-Purification on Non-Transitive Preferences via Tournament Graph Reconstruction AAAI 2026 Emergent Fast-Slow Dynamics in Multi-Agent Q-Learning for Networked Stochastic Games AAAI 2026 Enabling Autoregressive Models to Fill In Masked Tokens EACL 2026 ENCORE: Entropy-guided Reward Composition for Multi-head Safety Reward Models AAAI 2026 End-to-End Fine-Tuning of 3D Texture Generation using Differentiable Rewards WACV 2026