Peng Xia

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upvoted 2 papers 8 days ago

OPUS: Towards Efficient and Principled Data Selection in Large Language Model Pre-training in Every Iteration

Paper • 2602.05400 • Published 14 days ago • 317

SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning

Paper • 2602.08234 • Published 10 days ago • 65

upvoted a paper 9 days ago

Modality Gap-Driven Subspace Alignment Training Paradigm For Multimodal Large Language Models

Paper • 2602.07026 • Published 17 days ago • 133

upvoted a paper 13 days ago

CoPE: Clipped RoPE as A Scalable Free Lunch for Long Context LLMs

Paper • 2602.05258 • Published 14 days ago • 7

upvoted 2 papers about 1 month ago

The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning

Paper • 2601.06002 • Published Jan 9 • 53

SimpleMem: Efficient Lifelong Memory for LLM Agents

Paper • 2601.02553 • Published Jan 5 • 37

upvoted 5 papers 3 months ago

Skywork-R1V4: Toward Agentic Multimodal Intelligence through Interleaved Thinking with Images and DeepResearch

Paper • 2512.02395 • Published Dec 2, 2025 • 49

Agent0-VL: Exploring Self-Evolving Agent for Tool-Integrated Vision-Language Reasoning

Paper • 2511.19900 • Published Nov 25, 2025 • 48

AutoEnv: Automated Environments for Measuring Cross-Environment Agent Learning

Paper • 2511.19304 • Published Nov 24, 2025 • 91

Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning

Paper • 2511.16043 • Published Nov 20, 2025 • 109

ARISE: An Adaptive Resolution-Aware Metric for Test-Time Scaling Evaluation in Large Reasoning Models

Paper • 2510.06014 • Published Oct 7, 2025 • 10

upvoted 8 papers 4 months ago

When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought

Paper • 2511.02779 • Published Nov 4, 2025 • 59

InteractScience: Programmatic and Visually-Grounded Evaluation of Interactive Scientific Demonstration Code Generation

Paper • 2510.09724 • Published Oct 10, 2025 • 11

InteractComp: Evaluating Search Agents With Ambiguous Queries

Paper • 2510.24668 • Published Oct 28, 2025 • 98

QueST: Incentivizing LLMs to Generate Difficult Problems

Paper • 2510.17715 • Published Oct 20, 2025 • 35

R-Horizon: How Far Can Your Large Reasoning Model Really Go in Breadth and Depth?

Paper • 2510.08189 • Published Oct 9, 2025 • 27

AutoPR: Let's Automate Your Academic Promotion!

Paper • 2510.09558 • Published Oct 10, 2025 • 53

Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 273

UNIDOC-BENCH: A Unified Benchmark for Document-Centric Multimodal RAG

Paper • 2510.03663 • Published Oct 4, 2025 • 16

upvoted a paper 5 months ago

DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 146