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Hai Huang

Palona AI

Builder-researcher working on Physical AI, interaction understanding, representation learning, and foundation models

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#llm

Content tagged with "llm"

Semantic Tube Prediction: Beating LLM Data Efficiency with JEPA
2026-04-15 Hai Huang, Yann LeCun, Randall Balestriero ICML 2026
#LLM #JEPA #representation learning

A JEPA-style regularizer that improves signal-to-noise ratio and preserves diversity during LLM fine-tuning.

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LLM-JEPA: Large Language Models Meet Joint Embedding Predictive Architectures
2026-02-15 Hai Huang, Yann LeCun, Randall Balestriero ICLR 2026
#LLM #JEPA #representation learning

A JEPA based solution for LLMs that outperforms the standard LLM training objectives and is robust to overfitting.

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