Emergent temporal abstractions in autoregressive models enable hierarchical reinforcement learning
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2512.20605
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Beyond Memorization: A Multi-Modal Ordinal Regression Benchmark to Expose Popularity Bias in Vision-Language Models
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2512.21337
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Learning to Reason in 4D: Dynamic Spatial Understanding for Vision Language Models
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2512.20557
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LongVideoAgent: Multi-Agent Reasoning with Long Videos
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2512.20618
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Reasoning Palette: Modulating Reasoning via Latent Contextualization for Controllable Exploration for (V)LMs
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2512.17206
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Reinforcement Learning for Self-Improving Agent with Skill Library
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2512.17102
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CASA: Cross-Attention via Self-Attention for Efficient Vision-Language Fusion
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2512.19535
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Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies
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2512.19673
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Physics of Language Models: Part 4.1, Architecture Design and the Magic of Canon Layers
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2512.17351
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Next-Embedding Prediction Makes Strong Vision Learners
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2512.16922
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4D-RGPT: Toward Region-level 4D Understanding via Perceptual Distillation
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2512.17012
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Both Semantics and Reconstruction Matter: Making Representation Encoders Ready for Text-to-Image Generation and Editing
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2512.17909
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Turn-PPO: Turn-Level Advantage Estimation with PPO for Improved Multi-Turn RL in Agentic LLMs
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2512.17008
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