Papers

REUSING ROLLOUTS UNDER POLICY LAG: PREFIX-NORMALIZED POLICY OPTIMIZATION FOR LLM REIN-FORCEMENT LEARNING

Harness-R1: Learning to Edit Executable Runtime Harnesses from Agent Failure Trajectories

FinanceHarness: Autonomous Financial Deep Research Framework

DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence

Knowledge–Geometry Decoupling: Refreshable Pretrained Transfer for Streaming Recommendation

Video-DeepResearch: Towards the Next-Generation Multimodal Deepresearch Agent

AURORA-LM: Autoencoding Unified Representation for Continuous-Latent Diffusion Language Modeling

Hunyuan3D-Buffalo 1.0: A Unified Multimodal Model for Scalable 3D Generation, Understanding, and Editing

JoyAI-Video-Edit: Real-Time Open-Ended Video Editing with Autoregressive Diffusion

MerchantBench: Benchmarking LLM Agents for Long-Term Coherence in E-Commerce Operations

TRAINING nGPT

UEmbed: Unified Sparse and Dense Multimodal Embeddings

VAD: Attributing Visual Evidence for Target Reconstruction in Multimodal On-Policy Distillation

PROGRESSIVE AGENT SKILL GENERATION VIA REINFORCEMENT LEARNING

DAPD: Dual-Anchored Policy Distillation

LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks

SwanTale: Unified Multi-Speaker Speech and Audio Generation for Instruct and Zero-Shot Tasks

Fara-1.5: Scalable Learning Environments for Computer Use Agents

Docling Technical Report

From high-throughput evaluation to wet-lab studies: advancing mutation effect prediction with a retrieval-enhanced model

Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures

Inducing language models to assert their own consciousness restores human beliefs and values

Diamond: A Sequence-to-Sequence Model for Speech Restoration via an Autoregressive RQ-Transformer over Neural Audio Codec Tokens

N0-TWAM: Scaling Tactile-Native World Action Model for Contact-Rich Manipulation

AISPA: User-Centric System Prompt Auditing for Large Language Model Applications

Mental World Modeling

Meshy T2: Fast Native Mesh Generation with Flow Matching

N0-VTLA: Scaling Vision–Tactile–Language– Action Model with Latent Tactile Tokens