Methods
8,258 papers (12 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Papers per year
6
1
2
2
16
21
24
16
31
36
44
47
44
37
63
171
350
606
801
920
974
1,144
1,380
1,203
319
'5
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'25
Papers (including subtopics)
Faster Machine Translation Ensembling with Reinforcement Learning and Competitive Correction
NAACL 2025
Fat-to-Thin Policy Optimization: Offline Reinforcement Learning with Sparse Policies
ICLR 2025
FedAA: A Reinforcement Learning Perspective on Adaptive Aggregation for Fair and Robust Federated Learning
AAAI 2025
Federated Q-Learning with Reference-Advantage Decomposition: Almost Optimal Regret and Logarithmic Communication Cost
ICLR 2025
Fewer May Be Better: Enhancing Offline Reinforcement Learning with Reduced Dataset
ICLR 2025
Few-Shot Neuro-Symbolic Imitation Learning for Long-Horizon Planning and Acting
CoRL 2025
FFCG: Effective and Fast Family Column Generation for Solving Large-Scale Linear Program
AAAI 2025
Finite-Sample Convergence Bounds for Trust Region Policy Optimization in Mean Field Games
ICML 2025
Finite-Time Convergence Rates in Stochastic Stackelberg Games with Smooth Algorithmic Agents
ICML 2025
Finite-Time Global Optimality Convergence in Deep Neural Actor-Critic Methods for Decentralized Multi-Agent Reinforcement Learning
ICML 2025
First Order Model-Based RL through Decoupled Backpropagation
CoRL 2025
Fixing Distribution Shifts of LLM Self-Critique via On-Policy Self-Play Training
ACL 2025
FLAG-TRADER: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading
ACL 2025
FLARE: Robot Learning with Implicit World Modeling
CoRL 2025
FlickerFusion: Intra-trajectory Domain Generalizing Multi-agent Reinforcement Learning
ICLR 2025
FlightGPT: Towards Generalizable and Interpretable UAV Vision-and-Language Navigation with Vision-Language Models
EMNLP 2025
FloorPlan-LLaMa: Aligning Architects’ Feedback and Domain Knowledge in Architectural Floor Plan Generation
ACL 2025
Flow-based Domain Randomization for Learning and Sequencing Robotic Skills
ICML 2025
Flow of Reasoning: Training LLMs for Divergent Reasoning with Minimal Examples
ICML 2025
FlowPolicy: Enabling Fast and Robust 3D Flow-Based Policy via Consistency Flow Matching for Robot Manipulation
AAAI 2025
Flow Q-Learning
ICML 2025
Formally Verified Approximate Policy Iteration
AAAI 2025
Forward KL Regularized Preference Optimization for Aligning Diffusion Policies
AAAI 2025
FOSP: Fine-tuning Offline Safe Policy through World Models
ICLR 2025
FOUNDER: Grounding Foundation Models in World Models for Open-Ended Embodied Decision Making
ICML 2025