M3DocRAG: Multi-modal Retrieval is What You Need for Multi-page Multi-document Understanding
Paper
• 2411.04952 • Published
• 29
Methods
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Diff-2-in-1: Bridging Generation and Dense Perception with Diffusion Models
Paper • 2411.05005 • Published • 13 -
M3SciQA: A Multi-Modal Multi-Document Scientific QA Benchmark for Evaluating Foundation Models
Paper • 2411.04075 • Published • 16 -
Self-Consistency Preference Optimization
Paper • 2411.04109 • Published • 19 -
HtmlRAG: HTML is Better Than Plain Text for Modeling Retrieved Knowledge in RAG Systems
Paper • 2411.02959 • Published • 71 -
The Lessons of Developing Process Reward Models in Mathematical Reasoning
Paper • 2501.07301 • Published • 100 -
Transformer^2: Self-adaptive LLMs
Paper • 2501.06252 • Published • 55 -
Evaluating Sample Utility for Data Selection by Mimicking Model Weights
Paper • 2501.06708 • Published • 5 -
MiniMax-01: Scaling Foundation Models with Lightning Attention
Paper • 2501.08313 • Published • 300 -
3DIS-FLUX: simple and efficient multi-instance generation with DiT rendering
Paper • 2501.05131 • Published • 37 -
Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks
Paper • 2501.08326 • Published • 34 -
HALoGEN: Fantastic LLM Hallucinations and Where to Find Them
Paper • 2501.08292 • Published • 17 -
FastKV: Decoupling of Context Reduction and KV Cache Compression for Prefill-Decoding Acceleration
Paper • 2502.01068 • Published • 18 -
Improving Transformer World Models for Data-Efficient RL
Paper • 2502.01591 • Published • 9 -
Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Paper • 2501.19324 • Published • 39 -
Virus: Harmful Fine-tuning Attack for Large Language Models Bypassing Guardrail Moderation
Paper • 2501.17433 • Published • 10 -
AnimeGamer: Infinite Anime Life Simulation with Next Game State Prediction
Paper • 2504.01014 • Published • 70 -
VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step
Paper • 2504.01956 • Published • 41 -
Towards Physically Plausible Video Generation via VLM Planning
Paper • 2503.23368 • Published • 40 -
VisualCloze: A Universal Image Generation Framework via Visual In-Context Learning
Paper • 2504.07960 • Published • 50 -
GigaTok: Scaling Visual Tokenizers to 3 Billion Parameters for Autoregressive Image Generation
Paper • 2504.08736 • Published • 46 -
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs
Paper • 2504.11536 • Published • 63 -
AlayaDB: The Data Foundation for Efficient and Effective Long-context LLM Inference
Paper • 2504.10326 • Published • 25 -
REPA-E: Unlocking VAE for End-to-End Tuning with Latent Diffusion Transformers
Paper • 2504.10483 • Published • 22 -
Syzygy of Thoughts: Improving LLM CoT with the Minimal Free Resolution
Paper • 2504.09566 • Published • 11 -
CLIMB: CLustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training
Paper • 2504.13161 • Published • 93 -
Generate, but Verify: Reducing Hallucination in Vision-Language Models with Retrospective Resampling
Paper • 2504.13169 • Published • 39 -
InstantCharacter: Personalize Any Characters with a Scalable Diffusion Transformer Framework
Paper • 2504.12395 • Published • 16 -
70% Size, 100% Accuracy: Lossless LLM Compression for Efficient GPU Inference via Dynamic-Length Float
Paper • 2504.11651 • Published • 31 -
Complex-Edit: CoT-Like Instruction Generation for Complexity-Controllable Image Editing Benchmark
Paper • 2504.13143 • Published • 7 -
TokenHSI: Unified Synthesis of Physical Human-Scene Interactions through Task Tokenization
Paper • 2503.19901 • Published • 41 -
Self-Supervised Learning of Motion Concepts by Optimizing Counterfactuals
Paper • 2503.19953 • Published • 3 -
Reinforcement Learning for Reasoning in Large Language Models with One Training Example
Paper • 2504.20571 • Published • 98 -
ReasonIR: Training Retrievers for Reasoning Tasks
Paper • 2504.20595 • Published • 54 -
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning
Paper • 2505.03318 • Published • 92 -
Shifting AI Efficiency From Model-Centric to Data-Centric Compression
Paper • 2505.19147 • Published • 145 -
ARM: Adaptive Reasoning Model
Paper • 2505.20258 • Published • 45 -
Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles
Paper • 2505.19914 • Published • 46 -
Discrete Markov Bridge
Paper • 2505.19752 • Published • 16 -
ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs
Paper • 2506.15211 • Published • 39 -
SwarmAgentic: Towards Fully Automated Agentic System Generation via Swarm Intelligence
Paper • 2506.15672 • Published • 15 -
FedNano: Toward Lightweight Federated Tuning for Pretrained Multimodal Large Language Models
Paper • 2506.14824 • Published • 8 -
LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning
Paper • 2506.18841 • Published • 56 -
ReasonFlux-PRM: Trajectory-Aware PRMs for Long Chain-of-Thought Reasoning in LLMs
Paper • 2506.18896 • Published • 29 -
RLPR: Extrapolating RLVR to General Domains without Verifiers
Paper • 2506.18254 • Published • 32 -
TC-Light: Temporally Consistent Relighting for Dynamic Long Videos
Paper • 2506.18904 • Published • 10 -
FaithfulSAE: Towards Capturing Faithful Features with Sparse Autoencoders without External Dataset Dependencies
Paper • 2506.17673 • Published • 7 -
MMSearch-R1: Incentivizing LMMs to Search
Paper • 2506.20670 • Published • 64 -
FaSTA^*: Fast-Slow Toolpath Agent with Subroutine Mining for Efficient Multi-turn Image Editing
Paper • 2506.20911 • Published • 41 -
Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge
Paper • 2506.21506 • Published • 52 -
Scaling RL to Long Videos
Paper • 2507.07966 • Published • 160 -
A Survey of Context Engineering for Large Language Models
Paper • 2507.13334 • Published • 261 -
LongCodeZip: Compress Long Context for Code Language Models
Paper • 2510.00446 • Published • 107 -
Interactive Training: Feedback-Driven Neural Network Optimization
Paper • 2510.02297 • Published • 43 -
mHC: Manifold-Constrained Hyper-Connections
Paper • 2512.24880 • Published • 309 -
Urban Socio-Semantic Segmentation with Vision-Language Reasoning
Paper • 2601.10477 • Published • 155 -
Transformers without Normalization
Paper • 2503.10622 • Published • 170 -
Reinforcement Pre-Training
Paper • 2506.08007 • Published • 263 -
Group Sequence Policy Optimization
Paper • 2507.18071 • Published • 317 -
Less is More: Recursive Reasoning with Tiny Networks
Paper • 2510.04871 • Published • 509 -
Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer
Paper • 2511.22699 • Published • 238 -
From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence
Paper • 2511.18538 • Published • 298