Adaptive teachers for amortized samplers
cs.LG, stat.ML
Submitted: 2024-10-02
Updated: 2026-08-31
Code: https://github.com/alstn12088/adaptive-teacher
Terminology
Sources
- Beyond ELBOs: A Large-Scale Evaluation of Variational Methods for Sampling
- Ant Colony Sampling with GFlowNets for Combinatorial Optimization
- DGFN: Double Generative Flow Networks
- Learning diverse attacks on large language models for robust red-teaming and safety tuning
- Playing Atari with Deep Reinforcement Learning
- Bayesian learning of Causal Structure and Mechanisms with GFlowNets and Variational Bayes
- MetaGFN: Exploring Distant Modes with Adapted Metadynamics for Continuous GFlowNets
- Transition Path Sampling with Improved Off-Policy Training of Diffusion Path Samplers
- AdaLead: A simple and robust adaptive greedy search algorithm for sequence design
- Neural Stochastic Differential Equations: Deep Latent Gaussian Models in the Diffusion Limit
- An Empirical Study of the Effectiveness of Using a Replay Buffer on Mode Discovery in GFlowNets
- Robust Fast Adaptation from Adversarially Explicit Task Distribution Generation
- Flow of Reasoning: Training LLMs for Divergent Reasoning with Minimal Examples
- Molecular Mechanics-Driven Graph Neural Network with Multiplex Graph for Molecular Structures
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