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Papers
Daily updated cutting-edge AI research papers to help you keep up with the latest AI trends
papers

Scaling Native Multimodal Pre-Training From Scratch

DataPrep-Bench: Benchmarking LLMs as Training Data Preparators






























papers

Scaling Native Multimodal Pre-Training From Scratch

DataPrep-Bench: Benchmarking LLMs as Training Data Preparators






























Molt: A Scalable PyTorch-Native Training Framework for Agentic Reinforcement Learning
Agentic Context Management: Solving Agent Memory and Cost by Treating Them as Lifecycle and Architecture Problems
Skill Self-Play: Pushing the Frontier of LLM Capability with Co-Evolving Skills
Better Harnesses, Smaller Models: Building 90% Cheaper Agents via Automated Harness Adaptation
From Memory to Skills: Evidence-Grounded Co-Evolution Governance for Long-Horizon LLM Agents
Context-weighted Discrete Flow Matching
SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation
Show, Don’t Tell: Evaluating Spatial Cognition in Generative Pixels Rather Than LLM Text
VISUAL CONTRASTIVE SELF-DISTILLATION
ReferTrack: Referring Then Tracking for Embodied Visual Tracking
K12-KGraph: A Curriculum-Aligned Knowledge Graph for Benchmarking and Training Educational LLMs
AREX: Towards a Recursively Self-Improving Agent for Deep Research
Beyond Euclidean Clipping: Overcoming Exploration Collapse in LLM RL via Riemannian Isometric Policy Optimization
Scaling Laws for HyperNetwork-Based Knowledge Injection in Large Language Models
An Exam for Active Observers
Beyond Relevance-Centric Retrieval: Rubric-Oriented Document Set Selection and Ranking
SELF GRADIENT FORCING: NATIVE LONG VIDEO EX-TRAPOLATION
SLAI T-Rex: Full-Parameter Post-training of the DeepSeek-V4 Family on Ascend SuperPOD
Vera: A Layered Difusion Model for Content-Preserving Video Editing
Two-Level Meta-Rubrics for Evaluating Open-Ended Generation: GAMUT, a Benchmark for Factual Completeness
Automated Discovery Has No Universally Superior Harness
Towards a Science of Scaling Agent Systems
AlayaWorld: Interactive Long-Horizon World Modeling - Full Technical Report
Mage-Flow: An Eficient Native-Resolution Foundation Model for Image Generation and Editing
DataFlow-Harness: A Grounded Code-Agent Platform for Constructing Editable LLM Data Pipelines
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers
Generative World Renderer at the Speed of Play
Infinite Interactive World Rollout on a Single Desktop GPU
UniMoMo: Unified Generative Modeling of 3D Molecules for De Novo Binder Design
Measuring Reward-Seeking via Contrastive Belief Updates
Molt: A Scalable PyTorch-Native Training Framework for Agentic Reinforcement Learning
Agentic Context Management: Solving Agent Memory and Cost by Treating Them as Lifecycle and Architecture Problems
Skill Self-Play: Pushing the Frontier of LLM Capability with Co-Evolving Skills
Better Harnesses, Smaller Models: Building 90% Cheaper Agents via Automated Harness Adaptation
From Memory to Skills: Evidence-Grounded Co-Evolution Governance for Long-Horizon LLM Agents
Context-weighted Discrete Flow Matching
SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation
Show, Don’t Tell: Evaluating Spatial Cognition in Generative Pixels Rather Than LLM Text
VISUAL CONTRASTIVE SELF-DISTILLATION
ReferTrack: Referring Then Tracking for Embodied Visual Tracking
K12-KGraph: A Curriculum-Aligned Knowledge Graph for Benchmarking and Training Educational LLMs
AREX: Towards a Recursively Self-Improving Agent for Deep Research
Beyond Euclidean Clipping: Overcoming Exploration Collapse in LLM RL via Riemannian Isometric Policy Optimization
Scaling Laws for HyperNetwork-Based Knowledge Injection in Large Language Models
An Exam for Active Observers
Beyond Relevance-Centric Retrieval: Rubric-Oriented Document Set Selection and Ranking
SELF GRADIENT FORCING: NATIVE LONG VIDEO EX-TRAPOLATION
SLAI T-Rex: Full-Parameter Post-training of the DeepSeek-V4 Family on Ascend SuperPOD
Vera: A Layered Difusion Model for Content-Preserving Video Editing
Two-Level Meta-Rubrics for Evaluating Open-Ended Generation: GAMUT, a Benchmark for Factual Completeness
Automated Discovery Has No Universally Superior Harness
Towards a Science of Scaling Agent Systems
AlayaWorld: Interactive Long-Horizon World Modeling - Full Technical Report
Mage-Flow: An Eficient Native-Resolution Foundation Model for Image Generation and Editing
DataFlow-Harness: A Grounded Code-Agent Platform for Constructing Editable LLM Data Pipelines
Text Template Tokens Are Implicit Semantic Registers in Diffusion Transformers
Generative World Renderer at the Speed of Play
Infinite Interactive World Rollout on a Single Desktop GPU
UniMoMo: Unified Generative Modeling of 3D Molecules for De Novo Binder Design
Measuring Reward-Seeking via Contrastive Belief Updates