AI研究论文每日精选

ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows

Paper2Poster: Towards Multimodal Poster Automation from Scientific Papers

MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs

OmniConsistency: Learning Style-Agnostic Consistency from Paired Stylization Data

OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation

SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and Beyond

Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning

Exploring the Latent Capacity of LLMs for One-Step Text Generation

Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence

MMMR: Benchmarking Massive Multi-Modal Reasoning Tasks

VerIPO: Cultivating Long Reasoning in Video-LLMs via Verifier-Gudied Iterative Policy Optimization

Sparse VideoGen2: Accelerate Video Generation with Sparse Attention via Semantic-Aware Permutation

UI-Genie: A Self-Improving Approach for Iteratively Boosting MLLM-based Mobile GUI Agents

MME-VideoOCR: Evaluating OCR-Based Capabilities of Multimodal LLMs in Video Scenarios

GraLoRA: Granular Low-Rank Adaptation for Parameter-Efficient Fine-Tuning

Video-Holmes: Can MLLM Think Like Holmes for Complex Video Reasoning?

rStar-Coder: Scaling Competitive Code Reasoning with a Large-Scale Verified Dataset

MetaMind: Modeling Human Social Thoughts with Metacognitive Multi-Agent Systems

Reinforcing General Reasoning without Verifiers

Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL

Code Graph Model (CGM): A Graph-Integrated Large Language Model for Repository-Level Software Engineering Tasks

HoliTom: Holistic Token Merging for Fast Video Large Language Models

MotionPro: A Precise Motion Controller for Image-to-Video Generation

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI

How does Alignment Enhance LLMs' Multilingual Capabilities? A Language Neurons Perspective

ImgEdit: A Unified Image Editing Dataset and Benchmark

Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms

SweEval: Do LLMs Really Swear? A Safety Benchmark for Testing Limits for Enterprise Use

Frame In-N-Out: Unbounded Controllable Image-to-Video Generation

DetailFlow: 1D Coarse-to-Fine Autoregressive Image Generation via Next-Detail Prediction

Active-O3: Empowering Multimodal Large Language Models with Active Perception via GRPO

ViewSpatial-Bench: Evaluating Multi-perspective Spatial Localization in Vision-Language Models

FinTagging: An LLM-ready Benchmark for Extracting and Structuring Financial Information

Thinker: Learning to Think Fast and Slow

Rendering-Aware Reinforcement Learning for Vector Graphics Generation

SeePhys: Does Seeing Help Thinking? -- Benchmarking Vision-Based Physics Reasoning

MMMG: a Comprehensive and Reliable Evaluation Suite for Multitask Multimodal Generation

Adversarial Attacks against Closed-Source MLLMs via Feature Optimal Alignment

MMPerspective: Do MLLMs Understand Perspective? A Comprehensive Benchmark for Perspective Perception, Reasoning, and Robustness

VisualToolAgent (VisTA): A Reinforcement Learning Framework for Visual Tool Selection

VideoGameBench: Can Vision-Language Models complete popular video games?

Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration

Walk Before You Run! Concise LLM Reasoning via Reinforcement Learning

Beyond Markovian: Reflective Exploration via Bayes-Adaptive RL for LLM Reasoning

Alita: Generalist Agent Enabling Scalable Agentic Reasoning with Minimal Predefinition and Maximal Self-Evolution

Can Compressed LLMs Truly Act? An Empirical Evaluation of Agentic Capabilities in LLM Compression

BiomedSQL: Text-to-SQL for Scientific Reasoning on Biomedical Knowledge Bases

R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning

Search and Refine During Think: Autonomous Retrieval-Augmented Reasoning of LLMs

Sci-Fi: Symmetric Constraint for Frame Inbetweening

Minute-Long Videos with Dual Parallelisms

SoloSpeech: Enhancing Intelligibility and Quality in Target Speech Extraction through a Cascaded Generative Pipeline

MLLMs are Deeply Affected by Modality Bias

DFIR-Metric: A Benchmark Dataset for Evaluating Large Language Models in Digital Forensics and Incident Response

Modality Curation: Building Universal Embeddings for Advanced Multimodal Information Retrieval

Spatial Knowledge Graph-Guided Multimodal Synthesis

AdInject: Real-World Black-Box Attacks on Web Agents via Advertising Delivery

VLM-3R: Vision-Language Models Augmented with Instruction-Aligned 3D Reconstruction

Capability-Based Scaling Laws for LLM Red-Teaming

SATORI-R1: Incentivizing Multimodal Reasoning with Spatial Grounding and Verifiable Rewards

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback

PreMoe: Lightening MoEs on Constrained Memory by Expert Pruning and Retrieval

R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO

Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed Individuals

Absolute Coordinates Make Motion Generation Easy

CoreMatching: A Co-adaptive Sparse Inference Framework with Token and Neuron Pruning for Comprehensive Acceleration of Vision-Language Models

Explaining Sources of Uncertainty in Automated Fact-Checking

Tropical Attention: Neural Algorithmic Reasoning for Combinatorial Algorithms

Improving Chemical Understanding of LLMs via SMILES Parsing

Do RAG Systems Suffer From Positional Bias?

Vision Transformers with Self-Distilled Registers

Ankh3: Multi-Task Pretraining with Sequence Denoising and Completion Enhances Protein Representations

Beyond Simple Concatenation: Fairly Assessing PLM Architectures for Multi-Chain Protein-Protein Interactions Prediction

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning