ForkLeft: Entropy-First Rollouts for Prefix-Aligned Autoregressive-to-Diffusion Distillation
cs.AI, cs.CL
Submitted: 2026-09-26
Updated: 2026-09-26
Terminology
Sources
- dOPSD: On-Policy Self-Distillation for Diffusion Language Models
- Efficient-DLM: From Autoregressive to Diffusion Language Models, and Beyond in Speed
- The Confidence Shortcut: A Reasoning Failure Mode of Masked Diffusion Models
- Train for the Worst, Plan for the Best: Understanding Token Ordering in Masked Diffusions
- Learning from the Self-future: On-policy Self-distillation for dLLMs
- The Flexibility Trap: Rethinking the Value of Arbitrary Order in Diffusion Language Models
- Principled RL for Diffusion LLMs Emerges from a Sequence-Level Perspective
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- Data-Efficient Autoregressive-to-Diffusion Language Models via On-Policy Distillation
- Blockwise SFT for Diffusion Language Models: Reconciling Bidirectional Attention and Autoregressive Decoding
- TIP: Token Importance in On-Policy Distillation
- Qwen3 Technical Report
- Dream 7B: Diffusion Large Language Models
Related papers
- MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
- Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
- The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
- MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
- Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems
- VSAL: A Vision Solver with Adaptive Layouts for Graph Property Detection