arXiv

MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation

Large Language Model (LLM)-based Test-Driven Development (TDD) has advanced automated code generation. However, exist...

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2026-07-27
arXiv

\k{appa}-LoRA: Condition Numbers Reveal Which LoRA Matrices Worth Updating

Low-Rank Adaptation (LoRA) has become a widely adopted technique for efficient neural network fine-tuning, decomposin...

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2026-07-27
arXiv

CausalForge: A Formally Grounded, Self-Improving Agentic Framework for Automated Research in Causal Inference

Automating theoretical research is constrained not only by the generation of candidate results, but also by their rel...

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2026-07-27
arXiv

Opaque Epistemic Mediation: How LLM Deployment Configurations Shape the Validation of Pseudo-Science

Commercial large language models are increasingly used as knowledge references, yet their stance on contested scienti...

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2026-07-27
arXiv

Quantum Spectral Model: Data Reuploading with Input-Conditioned Frequency Support

A central design principle in modern machine learning and artificial intelligence is to align a model's inductive bia...

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2026-07-27
arXiv

The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents

Adding procedural skills to an LLM agent is typically evaluated by average improvement in task success. However, this...

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2026-07-27
arXiv

Explainable Reinforcement Learning for assisting Air Traffic Controllers

To effectively integrate AI into high-stakes, critical environments such as healthcare, autonomous driving, and aviat...

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2026-07-27
arXiv

SM4RT: Learning Structured Motion Geometry for 4D Reconstruction

Geometry Foundation Models (GFMs) have substantially advanced monocular 3D reconstruction, yet extending this capabil...

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2026-07-27
HuggingFace

Skill Self-Play: Pushing the Frontier of LLM Capability with Co-Evolving Skills

LLM training is shifting from manual design and annotation to interaction-driven self-evolution. However, existing se...

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2026-07-27
HuggingFace

SceneActBench: Can Agents Act on the 3D Scenes They See?

Vision-language model (VLM) agents increasingly use tools to act on 3D scenes rather than only describe them. Existin...

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2026-07-27
HuggingFace

Scaling Native Multimodal Pre-Training From Scratch

Although large language models (LLMs) exhibit remarkable reasoning capabilities, their reliance on text-only pre-trai...

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2026-07-27
HuggingFace

Closing the Loop: Training-Free Revisit Consistency for Autoregressive Generative Rendering

Recent conditional video generation models have shown promising potentials to transform 3D engine renderings, such as...

AI 聚合
2026-07-27
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