generative flow network

Loss-Guided Auxiliary Agents for Overcoming Mode Collapse in GFlowNets AAAI 2026 Particle GFlowNets: Rethinking Generative Marginalization Models UAI 2026 PhyPlan: Learning to Plan Tasks with Generalizable and Rapid Physical Reasoning for Embodied Manipulation AAAI 2026 Action abstractions for amortized sampling ICLR 2025 Adaptive teachers for amortized samplers ICLR 2025 Adversarial Generative Flow Network for Solving Vehicle Routing Problems ICLR 2025 Ant Colony Sampling with GFlowNets for Combinatorial Optimization AISTATS 2025 Beyond Squared Error: Exploring Loss Design for Enhanced Training of Generative Flow Networks ICLR 2025 COFlowNet: Conservative Constraints on Flows Enable High-Quality Candidate Generation ICLR 2025 Consistent Amortized Clustering via Generative Flow Networks AISTATS 2025 Efficient Diversity-Preserving Diffusion Alignment via Gradient-Informed GFlowNets ICLR 2025 Few-Shot Open-Set Classification via Reasoning-Aware Decomposition EMNLP 2025 Flow Factorization for Efficient Generative Flow Networks AAAI 2025 Generalization and Distributed Learning of GFlowNets ICLR 2025 Generative Flow Networks for Lead Optimization in Drug Design (Student Abstract) AAAI 2025 Generative Flows on Synthetic Pathway for Drug Design ICLR 2025 GFlowVLM: Enhancing Multi-step Reasoning in Vision-Language Models with Generative Flow Networks CVPR 2025 Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation CVPR 2025 Looking Backward: Retrospective Backward Synthesis for Goal-Conditioned GFlowNets ICLR 2025 Mitigating Hallucinations in LM-Based TTS Models via Distribution Alignment Using GFlowNets EMNLP 2025 Optimizing Backward Policies in GFlowNets via Trajectory Likelihood Maximization ICLR 2025 Pretraining Generative Flow Networks with Inexpensive Rewards for Molecular Graph Generation ICML 2025 Synergy of GFlowNet and Protein Language Model Makes a Diverse Antibody Designer AAAI 2025 Towards Robust, Efficient, and Practical Decision-Making: From Reward-Maximizing Deep Reinforcement Learning to Reward-Matching GFlowNets AAAI 2025 When do GFlowNets learn the right distribution? ICLR 2025