Tianyi Lab @ UMD

university

https://tianyizhou.github.io/

zhoutianyi

tianyi-lab

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AI & ML interests

Machine Learning, Natural Language Processing, Optimization, Multi-Modality, Artificial Intelligence

Recent Activity

zhoutianyi authored a paper 17 days ago

WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents

joliang17 updated a dataset 20 days ago

umd-zhou-lab/ColorBench

zhoutianyi authored a paper 22 days ago

GraphicBench: A Planning Benchmark for Graphic Design with Language Agents

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umd-zhou-lab's activity

zhoutianyi

authored a paper 17 days ago

WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents

Paper • 2504.15785 • Published 17 days ago • 19

joliang17

updated a dataset 20 days ago

umd-zhou-lab/ColorBench

Viewer • Updated 20 days ago • 5.81k • 265 • 3

zhoutianyi

authored 2 papers 22 days ago

GraphicBench: A Planning Benchmark for Graphic Design with Language Agents

Paper • 2504.11571 • Published 24 days ago • 1

Exploring Expert Failures Improves LLM Agent Tuning

Paper • 2504.13145 • Published 22 days ago • 12

kweCobi

authored a paper 23 days ago

ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness

Paper • 2504.10514 • Published 29 days ago • 45

zhoutianyi

authored 3 papers 23 days ago

On the Trustworthiness of Generative Foundation Models: Guideline, Assessment, and Perspective

Paper • 2502.14296 • Published Feb 20 • 46

AutoBench-V: Can Large Vision-Language Models Benchmark Themselves?

Paper • 2410.21259 • Published Oct 28, 2024 • 1

ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness

Paper • 2504.10514 • Published 29 days ago • 45

zhoutianyi

authored 2 papers 24 days ago

Efficient Reinforcement Finetuning via Adaptive Curriculum Learning

Paper • 2504.05520 • Published Apr 7 • 10

How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients

Paper • 2504.10766 • Published 25 days ago • 40

zhoutianyi

authored 2 papers 29 days ago

Towards Visual Text Grounding of Multimodal Large Language Model

Paper • 2504.04974 • Published Apr 7 • 16

C3PO: Critical-Layer, Core-Expert, Collaborative Pathway Optimization for Test-Time Expert Re-Mixing

Paper • 2504.07964 • Published 29 days ago • 61

joliang17

published a dataset 29 days ago

umd-zhou-lab/ColorBench

Viewer • Updated 20 days ago • 5.81k • 265 • 3

zhoutianyi

authored a paper 30 days ago

Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?

Paper • 2504.06514 • Published about 1 month ago • 39

advaitgupta

in umd-zhou-lab/CoSTAR about 1 month ago

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advaitgupta

in umd-zhou-lab/CoSTAR about 2 months ago

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zhoutianyi

authored a paper about 2 months ago

CoSTA$\ast$: Cost-Sensitive Toolpath Agent for Multi-turn Image Editing

Paper • 2503.10613 • Published Mar 13 • 79

advaitgupta

authored a paper about 2 months ago

CoSTA$\ast$: Cost-Sensitive Toolpath Agent for Multi-turn Image Editing

Paper • 2503.10613 • Published Mar 13 • 79

zhoutianyi

authored a paper 2 months ago

R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model

Paper • 2503.05132 • Published Mar 7 • 58

advaitgupta

updated a dataset 2 months ago

umd-zhou-lab/CoSTAR

Viewer • Updated Mar 15 • 121 • 203 • 2

AI & ML interests

Recent Activity

Team members 13

umd-zhou-lab's activity

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