Research Papers
SkillEvo: Self-Renewing Evolution Gradients from Multi-Turn Interaction Feedback
SkillEvo introduces a framework for continuous agent skill improvement by converting multi-turn user simulations into feedback gen...
New SWE-bench Science Benchmark Reveals Why Coding Agents Fail at Scientific Software Repair
Researchers introduce SWE-bench Science, a benchmark of 119 scientific software engineering tasks, showing that even top agents sc...
ForgeWM: Progressive Causal Training Yields Fast, Controllable Video World Models
Hugging Face researchers introduce ForgeWM, a progressive framework that distills bidirectional video generators into few-step int...
MemTrapBench: New Benchmark Exposes How Memory Can Mislead LLMs
Hugging Face researchers introduce MemTrapBench, a benchmark revealing that retrieved memories can distort LLM reasoning and belie...
WithEveryone: New Framework Generates Group Images with Up to 10 Identities
Hugging Face researchers introduce WithEveryone, a unified framework for identity-preserving group image generation that grounds i...
FACET: New Framework for Synthesizing Executable Terminal Tasks for Agent Training
Hugging Face researchers introduce FACET, a framework that synthesizes high-quality terminal tasks by preserving source intent and...
Hugging Face Unveils 4DAnyone: Turning Casual Videos into 4D Human Reconstructions
4DAnyone reconstructs 4D humans from monocular video by generating multiview-consistent videos and lifting them into 4D Gaussian S...
EnvHarness: A Programmable Layer to Reshape Static Environments for Smarter AI Agents
Hugging Face researchers introduce EnvHarness, a plug-in layer that dynamically reshapes static environments to target agent weakn...
Bounded Agents: New Authorization Model Cuts Multi-Agent Data Theft to Zero
Researchers propose the Agentic Principal Chain (APC), an authorization architecture that tracks delegated authority across multi-...
Hugging Face Researchers Unveil MuseCPEval: A New Framework to Measure Music Context Preservation in Editing Systems
A new evaluation framework called MuseCPEval introduces 12 metrics across five musical facets to assess how well music editing sys...
HOTFIXR: New Framework Boosts Multilingual Reasoning in LLMs
Researchers introduce HOTFIXR, a data generation framework that targets multilingual reasoning weaknesses, improving cross-lingual...
SkillGate: New Training Method Boosts Long-Horizon Agent Success by Fixing 'Selector Credit Starvation'
Hugging Face researchers introduce SkillGate, a training method that separates outcome credit for execution tokens from local adva...