YUFA ZHOU

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upvoted a paper 6 months ago

Grounding and Enhancing Informativeness and Utility in Dataset Distillation

Paper • 2601.21296 • Published Jan 29 • 21

upvoted 3 papers 10 months ago

Why Do Transformers Fail to Forecast Time Series In-Context?

Paper • 2510.09776 • Published Oct 10, 2025 • 3

The Geometry of Reasoning: Flowing Logics in Representation Space

Paper • 2510.09782 • Published Oct 10, 2025 • 7

Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 276

upvoted 2 papers about 1 year ago

Reasoning Like an Economist: Post-Training on Economic Problems Induces Strategic Generalization in LLMs

Paper • 2506.00577 • Published May 31, 2025 • 12

Shifting AI Efficiency From Model-Centric to Data-Centric Compression

Paper • 2505.19147 • Published May 25, 2025 • 146

upvoted 3 papers over 1 year ago

MIG: Automatic Data Selection for Instruction Tuning by Maximizing Information Gain in Semantic Space

Paper • 2504.13835 • Published Apr 18, 2025 • 39

Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18, 2025 • 141

GLEE: A Unified Framework and Benchmark for Language-based Economic Environments

Paper • 2410.05254 • Published Oct 7, 2024 • 85

upvoted a paper almost 2 years ago

Multi-Layer Transformers Gradient Can be Approximated in Almost Linear Time

Paper • 2408.13233 • Published Aug 23, 2024 • 22