PPaperPicks

Yoshua Bengio

University of Montréal, Department of Computer Science and Operations Research, QC, Canada

51 papers at tracked venues · 45 at CORE A* · active 20242026

Venues

Frequent coauthors

Papers

  1. Extendable Planning via Multiscale Diffusion
  2. AI for Global Climate Cooperation: Modeling Global Climate Negotiations, Agreements, and Long-Term Cooperation in RICE-N
  3. Action abstractions for amortized sampling
  4. Adaptive Inference-Time Scaling via Cyclic Diffusion Search
  5. Adaptive teachers for amortized samplers
  6. AlignVLM: Bridging Vision and Language Latent Spaces for Multimodal Document Understanding
  7. Ant Colony Sampling with GFlowNets for Combinatorial Optimization
  8. AssembleFlow: Rigid Flow Matching with Inertial Frames for Molecular Assembly
  9. Bringing SAM to new heights: leveraging elevation data for tree crown segmentation from drone imagery
  10. Can a Bayesian Oracle Prevent Harm from an Agent?
    UAI 2025 · Yoshua Bengio
  11. EarthView: A Large Scale Remote Sensing Dataset for Self-Supervision
  12. Efficient Diversity-Preserving Diffusion Alignment via Gradient-Informed GFlowNets
  13. Fast Monte Carlo Tree Diffusion: 100× Speedup via Parallel and Sparse Planning
  14. Geometric Signatures of Compositionality Across a Language Model's Lifetime
  15. HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models
  16. Learning Diverse Attacks on Large Language Models for Robust Red-Teaming and Safety Tuning
  17. MAP: Low-compute Model Merging with Amortized Pareto Fronts via Quadratic Approximation
  18. Meta Flow Matching: Integrating Vector Fields on the Wasserstein Manifold
  19. Monte Carlo Tree Diffusion for System 2 Planning
  20. On the Transfer of Object-Centric Representation Learning
  21. Outsourced Diffusion Sampling: Efficient Posterior Inference in Latent Spaces of Generative Models
  22. RL, but don't do anything I wouldn't do
  23. Rejecting Hallucinated State Targets during Planning
  24. Structure Language Models for Protein Conformation Generation
  25. Towards Improving Exploration through Sibling Augmented GFlowNets
  26. Towards a Formal Theory of Representational Compositionality
  27. Trajectory Balance with Asynchrony: Decoupling Exploration and Learning for Fast, Scalable LLM Post-Training
  28. VCR: A Task for Pixel-Level Complex Reasoning in Vision Language Models via Restoring Occluded Text
  29. Amortizing intractable inference in diffusion models for vision, language, and control
  30. Amortizing intractable inference in large language models
  31. Consciousness-Inspired Spatio-Temporal Abstractions for Better Generalization in Reinforcement Learning
  32. Cycle Consistency Driven Object Discovery
  33. Delta-AI: Local objectives for amortized inference in sparse graphical models
  34. Diffusion Generative Flow Samplers: Improving learning signals through partial trajectory optimization
  35. Discrete Probabilistic Inference as Control in Multi-path Environments
  36. Expected flow networks in stochastic environments and two-player zero-sum games
  37. Improved off-policy training of diffusion samplers
  38. Improving Gradient-Guided Nested Sampling for Posterior Inference
  39. Iterated Denoising Energy Matching for Sampling from Boltzmann Densities
  40. Learning to Scale Logits for Temperature-Conditional GFlowNets
  41. Local Search GFlowNets
  42. Memory Efficient Neural Processes via Constant Memory Attention Block
  43. Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving
  44. Object centric architectures enable efficient causal representation learning
  45. PhyloGFN: Phylogenetic inference with generative flow networks
  46. Pre-Training and Fine-Tuning Generative Flow Networks
  47. RGFN: Synthesizable Molecular Generation Using GFlowNets
  48. Regeneration Learning: A Learning Paradigm for Data Generation
  49. Simulation-Free Schrödinger Bridges via Score and Flow Matching
  50. Trajectory Flow Matching with Applications to Clinical Time Series Modelling
  51. Tree Cross Attention