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Song-Lin Lv

7 papers hereh-index 14 citations7 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author4
  • middle author2

Across the 6 of 7 papers where every author was matched, so the position is known.

fields
  • cs.LG4
  • cs.AI2
  • cs.CV1

identity via Semantic Scholar / OpenAlex

most citedUnlabeled Data vs. Pre-trained Knowledge: Rethinking SSL in the Era of Large Models

1 citations · 1 across the 6 of their papers we have counts for

collaborators
Showing cs.LGShow all

4 papers · 1 filter

cs.LG2026

T2SPO: Trajectory-to-Step Policy Optimization for Agentic Reinforcement Learning

Bo-Wen Zhang, Junwei He, Maoqi Liu +6

Reinforcement learning enables large language model (LLM) agents to learn multi-step behaviors through interaction with their environments. However, rewards in many interactive tas…

cs.LG2025

Bi-CoG: Bi-Consistency-Guided Self-Training for Vision-Language Models

Rui Zhu, Song-Lin Lv, Zi-Kang Wang +1

Exploiting unlabeled data through semi-supervised learning (SSL) or leveraging pre-trained models via fine-tuning are two prevailing paradigms for addressing label-scarce scenarios…

cs.LG2025★ 1 cited

Unlabeled Data vs. Pre-trained Knowledge: Rethinking SSL in the Era of Large Models

Song-Lin Lv, Rui Zhu, Tong Wei +2

Semi-supervised learning (SSL) alleviates the cost of data labeling process by exploiting unlabeled data and has achieved promising results. Meanwhile, with the development of larg…

cs.LG2025

BMIP: Bi-directional Modality Interaction Prompt Learning for VLM

Song-Lin Lv, Yu-Yang Chen, Zhi Zhou +2

Vision-language models (VLMs) have exhibited remarkable generalization capabilities, and prompt learning for VLMs has attracted great attention for the ability to adapt pre-trained…

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