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Reasoning Core: A Scalable Procedural Data Generation Suite for Symbolic Pre-training and Post-Training

Beginner

Valentin Lacombe, Valentin Quesnel et al.Mar 2arXiv

Reasoning Core is a tool that automatically creates a huge variety of logic and math puzzles, checks every answer with real solvers, and lets you smoothly dial the difficulty up or down.

#procedural data generation#symbolic reasoning#PDDL planning

Tool-R0: Self-Evolving LLM Agents for Tool-Learning from Zero Data

Beginner

Emre Can Acikgoz, Cheng Qian et al.Feb 24arXiv

Tool-R0 teaches a language model to use software tools (like APIs) with zero human-made training data.

#self-play reinforcement learning#tool calling#function calling

RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes

Beginner

Yuan-Kang Lee, Kuan-Lin Chen et al.Jan 8arXiv

This paper teaches a camera to fix nighttime colors by combining a smart rule-based color trick (SGP-LRD) with a learning-by-trying helper (reinforcement learning).

#auto white balance#color constancy#nighttime imaging

Papers3

Reasoning Core: A Scalable Procedural Data Generation Suite for Symbolic Pre-training and Post-Training

Tool-R0: Self-Evolving LLM Agents for Tool-Learning from Zero Data

RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes