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Daily Papers

byAK and the research community

June

Submitted by

melisa

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

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8 authors

9

Submitted by

MiniMax-AI

MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention

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127 authors

Submitted by

unilm

Reinforcement Pre-Training

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7 authors

Submitted by

shenzhi-wang

Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

·
18 authors

7

Submitted by

andito

SmolVLA: A Vision-Language-Action Model for Affordable and Efficient Robotics

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14 authors

Submitted by

shizhediao

ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

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8 authors

Submitted by

zlatamaria

Will It Still Be True Tomorrow? Multilingual Evergreen Question Classification to Improve Trustworthy QA

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9 authors

Submitted by

kuznetsoffandrey

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

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5 authors

Submitted by

VictorKai1996NUS

Drag-and-Drop LLMs: Zero-Shot Prompt-to-Weights

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14 authors

Submitted by

kenchan0226

Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning

Alibaba-DAMO-Academy

4

Submitted by

wujie10

Seedance 1.0: Exploring the Boundaries of Video Generation Models

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44 authors

Submitted by

YuSun-AI

ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning

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10 authors

Submitted by

RunpeiDong

AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

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11 authors

Submitted by

xcjthu

MiniCPM4: Ultra-Efficient LLMs on End Devices

openbmb

Submitted by

Xueqing

MultiFinBen: A Multilingual, Multimodal, and Difficulty-Aware Benchmark for Financial LLM Evaluation

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44 authors

Submitted by

chongjie

Light of Normals: Unified Feature Representation for Universal Photometric Stereo

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14 authors

Submitted by

vishesh-t27

Vision-Guided Chunking Is All You Need: Enhancing RAG with Multimodal Document Understanding

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5 authors

7

Submitted by

chenguolin

PartCrafter: Structured 3D Mesh Generation via Compositional Latent Diffusion Transformers

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7 authors

Submitted by

mukul54

Time Blindness: Why Video-Language Models Can't See What Humans Can?

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4 authors

Submitted by

thenlper

Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

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12 authors

Submitted by

imryanxu

ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development

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10 authors

Submitted by

tobiaslee

MiMo-VL Technical Report

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74 authors

Submitted by

guipenedo

FineWeb2: One Pipeline to Scale Them All -- Adapting Pre-Training Data Processing to Every Language

HuggingFaceFW

1

Submitted by

JUNJIE99

OmniGen2: Exploration to Advanced Multimodal Generation

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22 authors

Submitted by

Ayanami0730

DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

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5 authors

Submitted by

zafstojano

REASONING GYM: Reasoning Environments for Reinforcement Learning with Verifiable Rewards

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7 authors

Submitted by

schrodingers-tiger

Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning

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27 authors

4

Submitted by

q-rz

Saffron-1: Towards an Inference Scaling Paradigm for LLM Safety Assurance

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5 authors

Submitted by

Vanint

Matrix-Game: Interactive World Foundation Model

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11 authors

Submitted by

msalnikov

Geopolitical biases in LLMs: what are the "good" and the "bad" countries according to contemporary language models

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10 authors

Submitted by

stefan-it

Magistral

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100 authors

Submitted by

jymcc

ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation

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8 authors

Submitted by

kpzhang996

Sekai: A Video Dataset towards World Exploration

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20 authors

Submitted by

LYL1015

JarvisArt: Liberating Human Artistic Creativity via an Intelligent Photo Retouching Agent

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11 authors

Submitted by

kimingng

MMSearch-R1: Incentivizing LMMs to Search

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8 authors

Submitted by

cccjc

BlenderFusion: 3D-Grounded Visual Editing and Generative Compositing

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5 authors

1

Submitted by

zhangysk

Scaling Test-time Compute for LLM Agents

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15 authors

3

Submitted by

fanhongxing

AnimaX: Animating the Inanimate in 3D with Joint Video-Pose Diffusion Models

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6 authors

Submitted by

A-suozhang

PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models

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11 authors

2

Submitted by

stefan-it

The Common Pile v0.1: An 8TB Dataset of Public Domain and Openly Licensed Text

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27 authors

Submitted by

Iceclear

SeedVR2: One-Step Video Restoration via Diffusion Adversarial Post-Training

ByteDance-Seed

Submitted by

BestWishYsh

UniWorld: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation

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12 authors

Submitted by

zelaix

VS-Bench: Evaluating VLMs for Strategic Reasoning and Decision-Making in Multi-Agent Environments

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8 authors

Submitted by

mozhu

LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning

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5 authors

4

Submitted by

myownskyW7

Video World Models with Long-term Spatial Memory

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7 authors

Submitted by

akhaliq

Hunyuan-GameCraft: High-dynamic Interactive Game Video Generation with Hybrid History Condition

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9 authors

Submitted by

Hanyuezhuohua

Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

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5 authors

Submitted by

nicolaus625

CMI-Bench: A Comprehensive Benchmark for Evaluating Music Instruction Following

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5 authors

Submitted by

itaowe

SWE-Factory: Your Automated Factory for Issue Resolution Training Data and Evaluation Benchmarks

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9 authors

Submitted by

shuaishuaicdp

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency

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6 authors

Submitted by

EtashGuha

OpenThoughts: Data Recipes for Reasoning Models

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50 authors

Submitted by

vyokky

GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents

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18 authors

Submitted by

zengliangcs

Skywork-SWE: Unveiling Data Scaling Laws for Software Engineering in LLMs

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11 authors

3

Submitted by

Dongwei

Feedback Friction: LLMs Struggle to Fully Incorporate External Feedback

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5 authors

Submitted by

imryanxu

ComfyUI-R1: Exploring Reasoning Models for Workflow Generation

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8 authors

4

Submitted by

BoyuNLP

Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge

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26 authors

Submitted by

xyliu6

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis

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6 authors

Submitted by

bertjiazheng

SpatialLM: Training Large Language Models for Structured Indoor Modeling

manycore-research

Manycore Research

Submitted by

zhoujun

Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective

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24 authors

Submitted by

OrlandoHugBot

CSVQA: A Chinese Multimodal Benchmark for Evaluating STEM Reasoning Capabilities of VLMs

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9 authors

Submitted by

HYTYH

Large Language Models for Data Synthesis

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3 authors

Submitted by

akhaliq

Autoregressive Adversarial Post-Training for Real-Time Interactive Video Generation

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9 authors

Submitted by

JC-Chen

Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning

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10 authors

Submitted by

che111

SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning

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13 authors

2

Submitted by

SinclairWang

OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

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4 authors

Submitted by

AlexeyKov

AmbiK: Dataset of Ambiguous Tasks in Kitchen Environment

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5 authors

Submitted by

Research-EAI

Essential-Web v1.0: 24T tokens of organized web data

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24 authors

Submitted by

shun-zheng

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

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12 authors

8

Submitted by

Min-Jaewon

Text-Aware Image Restoration with Diffusion Models

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9 authors

Submitted by

affjljoo3581

Outlier-Safe Pre-Training for Robust 4-Bit Quantization of Large Language Models

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5 authors

Submitted by

SII-xrliu

LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs

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6 authors

Submitted by

shulin16

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

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10 authors

Submitted by

Zhoues

RoboRefer: Towards Spatial Referring with Reasoning in Vision-Language Models for Robotics

BAAI

Beijing Academy of Artificial Intelligence

Submitted by

k1z

HardTests: Synthesizing High-Quality Test Cases for LLM Coding

·
9 authors

2

Submitted by

ai-alanov

Inverse-and-Edit: Effective and Fast Image Editing by Cycle Consistency Models

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3 authors

Submitted by

BK-Lee

GenRecal: Generation after Recalibration from Large to Small Vision-Language Models

nvidia

2

Submitted by

rp-yu

Discrete Diffusion in Large Language and Multimodal Models: A Survey

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3 authors

Submitted by

zhoutianyi

FaSTA^*: Fast-Slow Toolpath Agent with Subroutine Mining for Efficient Multi-turn Image Editing

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4 authors

Submitted by

mparvez

Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team

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4 authors

Submitted by

wchengad

OneIG-Bench: Omni-dimensional Nuanced Evaluation for Image Generation

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9 authors

Submitted by

JacobYuan

WorldVLA: Towards Autoregressive Action World Model

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12 authors

Submitted by

ZihanWang314

Chain-of-Experts: Unlocking the Communication Power of Mixture-of-Experts Models

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10 authors

Submitted by

qizekun

OmniSpatial: Towards Comprehensive Spatial Reasoning Benchmark for Vision Language Models

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8 authors

Submitted by

kinam0252

Temporal In-Context Fine-Tuning for Versatile Control of Video Diffusion Models

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3 authors

Submitted by

ahmedheakl

CASS: Nvidia to AMD Transpilation with Data, Models, and Benchmark

MBZUAI

Mohamed Bin Zayed University of Artificial Intelligence

Submitted by

benfielding

All is Not Lost: LLM Recovery without Checkpoints

Gensyn

Submitted by

EricLiang98

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

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7 authors

3

Submitted by

itaynakash

Effective Red-Teaming of Policy-Adherent Agents

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6 authors

Submitted by

JackyWangAI

Taming LLMs by Scaling Learning Rates with Gradient Grouping

zju

Zhejiang University

Submitted by

yurakuratov

Diagonal Batching Unlocks Parallelism in Recurrent Memory Transformers for Long Contexts

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5 authors

Submitted by

s-sahoo

The Diffusion Duality

·
6 authors

Submitted by

YunxinLi

AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

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6 authors

Submitted by

FACEONG

VIKI-R: Coordinating Embodied Multi-Agent Cooperation via Reinforcement Learning

·
9 authors

Submitted by

abhi1nandy2

Leveraging Self-Attention for Input-Dependent Soft Prompting in LLMs

·
3 authors

2

Submitted by

lss727

Truth in the Few: High-Value Data Selection for Efficient Multi-Modal Reasoning

·
9 authors

Submitted by

luojunyu

FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation

·
13 authors

Submitted by

StarJiaxing

LLaVA-Scissor: Token Compression with Semantic Connected Components for Video LLMs

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4 authors

Submitted by

apryc1

MADrive: Memory-Augmented Driving Scene Modeling

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6 authors

1

Submitted by

Cynthia-1628

OThink-R1: Intrinsic Fast/Slow Thinking Mode Switching for Over-Reasoning Mitigation

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9 authors

Submitted by

kjunh

Don't Look Only Once: Towards Multimodal Interactive Reasoning with Selective Visual Revisitation

·
6 authors

Submitted by

bracio9623

Aligned Novel View Image and Geometry Synthesis via Cross-modal Attention Instillation

·
7 authors

Submitted by

csuhan

Vision as a Dialect: Unifying Visual Understanding and Generation via Text-Aligned Representations

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9 authors

Submitted by

xichenhku

PlayerOne: Egocentric World Simulator

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6 authors

Submitted by

myownskyW7

Autoregressive Semantic Visual Reconstruction Helps VLMs Understand Better

·
7 authors

Submitted by

russwang

MORSE-500: A Programmatically Controllable Video Benchmark to Stress-Test Multimodal Reasoning

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13 authors