Papers

SFT Conflicts, RL Coexists: A Theoretical and Empirical Analysis of Multi-Task Learning Paradigms for LLMs

Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning

MatrAIx: Simulating the World with 8.3 Billion Persona Agents

EvoHarness-RL: Learning Self-Evolving Runtime Harness for Long-Horizon LLM Agents

ENVACE: INTERNALIZING ENVIRONMENT DYNAMICS VIA WORLD REHEARSAL FOR AGENTIC REINFORCEMENT LEARNING

GST-Bench: Can VLMs Develop Global Spatial Awareness from Video?

WorldClaw: Agentic 3D Open-World Generation at Scale

INTERPRETABLE MEG DECODING OF PERCEIVED SPEECH: CORTICAL SOURCES AND THE STIMULUS FEATURES THAT DRIVE RETRIEVAL

OSReward: Instituting Standardized Evaluation for Cross-Platform Computer-Use Reward Models

AGENTOPSD: RECURSIVE SELF-DISTILLATION FOR AGENTIC REINFORCEMENT LEARNING

ACM: Agentic Context Management for Long Horizon Tasks

AI-based single-shot structured-light depth reconstruction for real-time laparoscopic surgical guidance

Representational separation between unitary and channel quantum generative models via shared classical randomness at shallow depth

Reward Structure Shapes the Interaction Between Episodic Exploration and Neural Memory in Reinforcement Learning

Stable Density Ridges: Consistency and Convergence of Subspace Constrained Mean Shift

Robust and Efficient Motion Reasoning for Privacy-Aware Classroom Incident Recognition

ABSeeker: Training Long-Horizon Search Agents via Answer-Backtracked Credit Assignment

PG-LLM: Benchmarking General-Purpose Language Models for Protein Variant Ranking

DataSpace: Benchmarking Data Agents for Verifiable Analytics over Heterogeneous Workspaces

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