How I Study AI - Learn AI Papers & Lectures the Easy Way

TAROT: Test-driven and Capability-adaptive Curriculum Reinforcement Fine-tuning for Code Generation with Large Language Models

Intermediate

Chansung Park, Juyong Jiang et al.Feb 17arXiv

TAROT teaches code-writing AI the way good teachers teach kids: start at the right level and raise the bar at the right time.

#TAROT#curriculum learning#reinforcement fine-tuning

On the Entropy Dynamics in Reinforcement Fine-Tuning of Large Language Models

Intermediate

Shumin Wang, Yuexiang Xie et al.Feb 3arXiv

The paper builds a simple, math-light rule to predict whether training makes a language model more open-minded (higher entropy) or more sure of itself (lower entropy).

#reinforcement fine-tuning#entropy dynamics#GRPO

RoboTracer: Mastering Spatial Trace with Reasoning in Vision-Language Models for Robotics

Intermediate

Enshen Zhou, Cheng Chi et al.Dec 15arXiv

RoboTracer is a vision-language model that turns tricky, word-only instructions into safe, step-by-step 3D paths (spatial traces) robots can follow.

#RoboTracer#spatial trace#3D spatial referring

Papers3

TAROT: Test-driven and Capability-adaptive Curriculum Reinforcement Fine-tuning for Code Generation with Large Language Models

On the Entropy Dynamics in Reinforcement Fine-Tuning of Large Language Models

RoboTracer: Mastering Spatial Trace with Reasoning in Vision-Language Models for Robotics