Internalizing Meta-Experience into Memory for Guided Reinforcement Learning in Large Language Models Paper • 2602.10224 • Published Feb 10 • 19
ADORA: Training Reasoning Models with Dynamic Advantage Estimation on Reinforcement Learning Paper • 2602.10019 • Published Feb 10
Beyond Accuracy: Unveiling Inefficiency Patterns in Tool-Integrated Reasoning Paper • 2604.05404 • Published 8 days ago • 41
Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models Paper • 2602.02185 • Published Feb 2 • 118
Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models Paper • 2601.22060 • Published Jan 29 • 155
UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision Paper • 2601.03193 • Published Jan 6 • 50
DualVLA: Building a Generalizable Embodied Agent via Partial Decoupling of Reasoning and Action Paper • 2511.22134 • Published Nov 27, 2025 • 22
CRITICTOOL: Evaluating Self-Critique Capabilities of Large Language Models in Tool-Calling Error Scenarios Paper • 2506.13977 • Published Jun 11, 2025 • 10
MAG-Edit: Localized Image Editing in Complex Scenarios via $\underline{M}$ask-Based $\underline{A}$ttention-Adjusted $\underline{G}$uidance Paper • 2312.11396 • Published Dec 18, 2023 • 11