OWLET: On-Policy Weighted Learning via Evidence Transfer for Video Large Language Model Post-Training
cs.CV
Submitted: 2026-10-09
Updated: 2026-10-09
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Sources
- Qwen3-VL Technical Report
- Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling
- Video-Holmes: Can MLLM Think Like Holmes for Complex Video Reasoning?
- Process Reinforcement through Implicit Rewards
- The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models
- APPO: Attention-guided Perception Policy Optimization for Video Reasoning
- Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding
- Revisiting On-Policy Distillation: Empirical Failure Modes and Simple Fixes
- A Study on Hidden Layer Distillation for Large Language Model Pre-Training
- DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
- Stabilizing On-Policy Distillation for MLLM Reasoning with Global Normalization
- Training Large Language Models to Reason in a Continuous Latent Space
- Distilling the Knowledge in a Neural Network
- DASH: Divergence-Adaptive Supervision Horizons for On-Policy Self-Distillation of Reasoning Models
- EvoVid: Temporal-Centric Self-Evolution for Video Large Language Models
- Reinforcement Learning via Self-Distillation
- Entropy-Aware On-Policy Distillation of Language Models
- Video-OPD: Efficient Post-Training of Multimodal Large Language Models for Temporal Video Grounding via On-Policy Distillation
- Visual-OPSD: Cross-Modal On-Policy Self-Distillation for Efficient Unified Multimodal Reasoning
- VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning
Related papers
- Loss Knows Best: Detecting Annotation Errors in Videos via Loss Trajectories
- AnchorWeave: World-Consistent Video Generation with Retrieved Local Spatial Memories
- Benchmarking the Robustness of Foundation Models for Mammography under Domain Shift
- MambaX-Net: Dual-Input Mamba-Enhanced Cross-Attention Network for Longitudinal MRI Segmentation
- TeleOCR: Navigating Document Parsing Across Digital and Camera-Captured Documents
- A Survey on Efficient Vision-Language-Action Models