Cover Image

APRIL: Active Partial Rollouts in Reinforcement Learning to Tame Long-tail Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhou, Yuzhen, Li, Jiajun, Su, Yusheng, Ramesh, Gowtham, Zhu, Zilin, Long, Xiang, Zhao, Chenyang, Pan, Jin, Yu, Xiaodong, Wang, Ze, Du, Kangrui, Wu, Jialian, Sun, Ximeng, Liu, Jiang, Yu, Qiaolin, Chen, Hao, Liu, Zicheng, Barsoum, Emad
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Self-Taught Agentic Long Context Understanding
by: Zhuang, Yufan, et al.
Published: (2025)

VideoSeek: Long-Horizon Video Agent with Tool-Guided Seeking
by: Lin, Jingyang, et al.
Published: (2026)

Unleashing Hour-Scale Video Training for Long Video-Language Understanding
by: Lin, Jingyang, et al.
Published: (2025)

Agent Laboratory: Using LLM Agents as Research Assistants
by: Schmidgall, Samuel, et al.
Published: (2025)

Instella-T2I: Pushing the Limits of 1D Discrete Latent Space Image Generation
by: Wang, Ze, et al.
Published: (2025)

KeyVID: Keyframe-Aware Video Diffusion for Audio-Synchronized Visual Animation
by: Wang, Xingrui, et al.
Published: (2025)

Instella: Fully Open Language Models with Stellar Performance
by: Liu, Jiang, et al.
Published: (2025)

MOVi: Training-free Text-conditioned Multi-Object Video Generation
by: Rahman, Aimon, et al.
Published: (2025)

TTT-Bench: A Benchmark for Evaluating Reasoning Ability with Simple and Novel Tic-Tac-Toe-style Games
by: Mishra, Prakamya, et al.
Published: (2025)

Learning from Online Videos at Inference Time for Computer-Use Agents
by: Liu, Yujian, et al.
Published: (2025)

Latent Visual Reasoning
by: Li, Bangzheng, et al.
Published: (2025)

XModBench: Benchmarking Cross-Modal Capabilities and Consistency in Omni-Language Models
by: Wang, Xingrui, et al.
Published: (2025)

ImageDoctor: Diagnosing Text-to-Image Generation via Grounded Image Reasoning
by: Guo, Yuxiang, et al.
Published: (2025)

DRIFT: Transferring Reasoning Priors for Efficient MLLM Fine-Tuning
by: Huang, Chao, et al.
Published: (2025)

CD4LM: Consistency Distillation and aDaptive Decoding for Diffusion Language Models
by: Liang, Yihao, et al.
Published: (2026)

Stabilizing Efficient Reasoning with Step-Level Advantage Selection
by: Wang, Han, et al.
Published: (2026)

Reliable Use of Lemmas via Eligibility Reasoning and Section$-$Aware Reinforcement Learning
by: Xu, Zhikun, et al.
Published: (2026)

CaptionQA: Is Your Caption as Useful as the Image Itself?
by: Yang, Shijia, et al.
Published: (2025)

SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer
by: Chen, Hao, et al.
Published: (2024)

AdaptEvolve: Improving Efficiency of Evolutionary AI Agents through Adaptive Model Selection
by: Ray, Pretam, et al.
Published: (2026)

TaDA: Training-free recipe for Decoding with Adaptive KV Cache Compression and Mean-centering
by: Joshi, Vinay, et al.
Published: (2025)

Taming Diffusion Prior for Image Super-Resolution with Domain Shift SDEs
by: Cui, Qinpeng, et al.
Published: (2024)

TermiGen: High-Fidelity Environment and Robust Trajectory Synthesis for Terminal Agents
by: Zhu, Kaijie, et al.
Published: (2026)

Pause and Think: A Dataset and Benchmark for Video-Grounded Assistive Action Suggestion
by: Singh, Shivam, et al.
Published: (2026)

A Multi-Level Deep Framework for Deep Solvers of Partial Differential Equations
by: Yang, Yu, et al.
Published: (2026)

SAND-Math: Using LLMs to Generate Novel, Difficult and Useful Mathematics Questions and Answers
by: Manem, Chaitanya, et al.
Published: (2025)

DUET-VLM: Dual stage Unified Efficient Token reduction for VLM Training and Inference
by: Singh, Aditya Kumar, et al.
Published: (2026)

PR2: Predictive Routing Replay for MoE-Based LLM Reinforcement Learning
by: Dong, Daize, et al.
Published: (2026)

Partial Convolution Meets Visual Attention
by: Huang, Haiduo, et al.
Published: (2025)

Contextual Rollout Bandits for Reinforcement Learning with Verifiable Rewards
by: Lu, Xiaodong, et al.
Published: (2026)

PARD: Accelerating LLM Inference with Low-Cost PARallel Draft Model Adaptation
by: An, Zihao, et al.
Published: (2025)

PARD-2: Target-Aligned Parallel Draft Model for Dual-Mode Speculative Decoding
by: An, Zihao, et al.
Published: (2026)

E-MMDiT: Revisiting Multimodal Diffusion Transformer Design for Fast Image Synthesis under Limited Resources
by: Shen, Tong, et al.
Published: (2025)

Where LLM Agents Fail and How They can Learn From Failures
by: Zhu, Kunlun, et al.
Published: (2025)

Generative Active Learning for Long-tailed Instance Segmentation
by: Zhu, Muzhi, et al.
Published: (2024)

DyDiff: Long-Horizon Rollout via Dynamics Diffusion for Offline Reinforcement Learning
by: Zhao, Hanye, et al.
Published: (2024)

Partial Phase Cohesiveness in Networks of Kuramoto Oscillator Networks
by: Qin, Yuzhen, et al.
Published: (2019)

Stable and Efficient Single-Rollout RL for Multimodal Reasoning
by: Liu, Rui, et al.
Published: (2025)

DiffusionRollout: Uncertainty-Aware Rollout Planning in Long-Horizon PDE Solving
by: Yoo, Seungwoo, et al.
Published: (2026)

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks
by: Wang, Jianghui, et al.
Published: (2025)