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upvoted 20 papers 1 day ago

Idea2Story: An Automated Pipeline for Transforming Research Concepts into Complete Scientific Narratives

Paper • 2601.20833 • Published 3 days ago • 139

Self-Improving Pretraining: using post-trained models to pretrain better models

Paper • 2601.21343 • Published 3 days ago • 10

Hybrid Linear Attention Done Right: Efficient Distillation and Effective Architectures for Extremely Long Contexts

Paper • 2601.22156 • Published 2 days ago • 5

Shaping capabilities with token-level data filtering

Paper • 2601.21571 • Published 3 days ago • 14

Exploring Reasoning Reward Model for Agents

Paper • 2601.22154 • Published 2 days ago • 19

AgentLongBench: A Controllable Long Benchmark For Long-Contexts Agents via Environment Rollouts

Paper • 2601.20730 • Published 4 days ago • 18

MMFineReason: Closing the Multimodal Reasoning Gap via Open Data-Centric Methods

Paper • 2601.21821 • Published 3 days ago • 45

Scaling Embeddings Outperforms Scaling Experts in Language Models

Paper • 2601.21204 • Published 3 days ago • 90

Shallow-π: Knowledge Distillation for Flow-based VLAs

Paper • 2601.20262 • Published 4 days ago • 2

FP8-RL: A Practical and Stable Low-Precision Stack for LLM Reinforcement Learning

Paper • 2601.18150 • Published 6 days ago • 5

OmegaUse: Building a General-Purpose GUI Agent for Autonomous Task Execution

Paper • 2601.20380 • Published 4 days ago • 8

Linear representations in language models can change dramatically over a conversation

Paper • 2601.20834 • Published 3 days ago • 20

Spark: Strategic Policy-Aware Exploration via Dynamic Branching for Long-Horizon Agentic Learning

Paper • 2601.20209 • Published 4 days ago • 21

Reinforcement Learning via Self-Distillation

Paper • 2601.20802 • Published 4 days ago • 27

Innovator-VL: A Multimodal Large Language Model for Scientific Discovery

Paper • 2601.19325 • Published 5 days ago • 73

Harder Is Better: Boosting Mathematical Reasoning via Difficulty-Aware GRPO and Multi-Aspect Question Reformulation

Paper • 2601.20614 • Published 4 days ago • 113

DeFM: Learning Foundation Representations from Depth for Robotics

Paper • 2601.18923 • Published 5 days ago • 3

Towards Pixel-Level VLM Perception via Simple Points Prediction

Paper • 2601.19228 • Published 5 days ago • 15

World Craft: Agentic Framework to Create Visualizable Worlds via Text

Paper • 2601.09150 • Published 18 days ago • 20

Agentic Search in the Wild: Intents and Trajectory Dynamics from 14M+ Real Search Requests

Paper • 2601.17617 • Published 7 days ago • 2