KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance
Paper • 2604.12627 • Published • 100
Davi Ferreira
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Reinforcement Learning via Self-Distillation
Paper • 2601.20802 • Published • 43
Linear representations in language models can change dramatically over a conversation
Paper • 2601.20834 • Published • 21
Spark: Strategic Policy-Aware Exploration via Dynamic Branching for Long-Horizon Agentic Learning
Paper • 2601.20209 • Published • 23
DeepSeek-OCR 2: Visual Causal Flow
Paper • 2601.20552 • Published • 68
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EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis
Paper • 2601.05808 • Published • 37
Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards
Paper • 2601.06021 • Published • 48
Thinking with Map: Reinforced Parallel Map-Augmented Agent for Geolocalization
Paper • 2601.05432 • Published • 170
Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space
Paper • 2512.24617 • Published • 66
Improving Multi-step RAG with Hypergraph-based Memory for Long-Context Complex Relational Modeling
Paper • 2512.23959 • Published • 111