HuggingFace

GUI vs. CLI: Execution Bottlenecks in Screen-Only and Skill-Mediated Computer-Use Agents

Computer-use agents can execute software tasks through either graphical interfaces or programmatic command interfaces...

AI 聚合
2026-06-26
HuggingFace

The Verification Horizon: No Silver Bullet for Coding Agent Rewards

A classical intuition holds that verifying a solution is easier than producing one. For today's coding agents, this i...

AI 聚合
2026-06-26
HuggingFace

Hallucination in World Models is Predictable and Preventable

Modern generative world models render increasingly realistic action-controllable futures, yet they frequently halluci...

AI 聚合
2026-06-26
HuggingFace

How Post-Training Shapes Biological Reasoning Models

Scientific reasoning models for biology combine language models with foundation models trained on multimodal biologic...

AI 聚合
2026-06-26
HuggingFace

JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting

Speculative decoding (SD) accelerates autoregressive Large Language Models (LLMs) by drafting multiple tokens and ver...

AI 聚合
2026-06-26
HuggingFace

Discretizing Reward Models

Despite their widespread use, the role of reward models in shaping reinforcement learning is poorly understood. Rewar...

AI 聚合
2026-06-26
HuggingFace

CoffeeBench: Benchmarking Long-Horizon LLM Agents in Heterogeneous Multi-Agent Economies

As LLM agents become capable of increasingly long-horizon tasks, evaluating their performance in economic systems is ...

AI 聚合
2026-06-26
HuggingFace

ReNIO: Reweighting Negative Trajectory Importance for LLM On-Policy Distillation

On-policy distillation (OPD) improves LLM reasoning by training a student model on its own generated outputs, but sta...

AI 聚合
2026-06-26
HuggingFace

Distill Once, Adapt Life-Long: Exploring Dataset Distillation for Continual Test-Time Adaptation

Continual Test-Time Adaptation (CTTA) aims to maintain model performance under evolving target domains by adapting on...

AI 聚合
2026-06-26
HuggingFace

What Intermediate Layers Know: Detecting Jailbreaks from Entropy Dynamics

Jailbreak attacks reveal a persistent weakness in aligned Large Language Models: carefully crafted prompts can elicit...

AI 聚合
2026-06-26
HuggingFace

PrivacyAlign: Contextual Privacy Alignment for LLM Agents

AI agents acting on behalf of users are constantly making decisions, and for users to trust their agents, those decis...

AI 聚合
2026-06-26
HuggingFace

Lite Any Stereo V2: Faster and Stronger Efficient Zero-Shot Stereo Matching

Recent advances in stereo matching have achieved remarkable accuracy, but often rely on large models, heavy computati...

AI 聚合
2026-06-26
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