HuggingFace

LEASH: Uncertainty-Aware Weak-to-Strong Escalation and Oversight for Computer-Use Agents

Computer-use agents increasingly tackle long-horizon tasks, where running a frontier model at every step is expensive...

AI 聚合
2026-10-17
HuggingFace

Diminishing Returns of Data in Sparse Autoencoders: Functional Behavior does not Guarantee Feature Reproducibility

Sparse autoencoders (SAEs) are typically trained on hundreds of millions to billions of activation tokens, yet little...

AI 聚合
2026-10-17
HuggingFace

Behavioral Compositionality of Sparse Autoencoder Representations

Sparse autoencoders (SAEs) represent model activations with sparse, linearly decoded features, but the downstream eff...

AI 聚合
2026-10-17
HuggingFace

Mine, Sample, Render: Test-Time Diversity Alignment Of Generative Models

Modern generative models produce high-quality individual outputs but struggle to sample diversely, even when explicit...

AI 聚合
2026-10-17
arXiv

Twice Upon a Time: Complementary Representations for Time-Series Reasoning

Time Series Language Models (TSLMs) enable language-based understanding and reasoning over temporal data, yet a funda...

AI 聚合
2026-10-16
arXiv

ACEdit: Stable Multi-Turn Image Editing via Asymmetric Conditioning

Image editing models produce impressive results for individual edits, but their quality often deteriorates over multi...

AI 聚合
2026-10-16
arXiv

Designing Transformers for Continuous Diffusion Language Models

Continuous diffusion language models (CDLMs) offer an alternative approach to parallel language generation; however, ...

AI 聚合
2026-10-16
arXiv

KnowGPO: Knowledge-Grouped Policy Optimization for Search Agents

Deep search agents solve knowledge-intensive tasks through long-horizon, multi-turn interactions, where assigning cre...

AI 聚合
2026-10-16
arXiv

Evaluation Awareness Beyond English: Do LLMs Act Differently When Tested in Indic Languages?

Large language models (LLMs) can often tell when they are being tested. This ability, known as evaluation awareness, ...

AI 聚合
2026-10-16
arXiv

Dexterity from Supervised Play

How can robots autonomously collect the contact-rich experience needed to learn dexterous manipulation? We present DS...

AI 聚合
2026-10-16
arXiv

3DCodeVerse: Exploring 3D Worlds as Code

We introduce 3DCodeVerse, a research ecosystem that enables coding agents to create editable and verifiable 3D conten...

AI 聚合
2026-10-16
arXiv

GeoState: Learning View-Decoupled Geometry States for 3D World Modeling

Recent 3D world models increasingly use features from geometry foundation models (GFMs) as predictive world states, b...

AI 聚合
2026-10-16
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