AI Series' Articles

Cover image for Agent Learning via Early Experience

Paperium

Oct 20

Agent Learning via Early Experience

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with HolisticPlatform and Adaptive Hybrid Policy Optimization

Paperium

Oct 20

MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with HolisticPlatform and Adaptive Hybrid Policy Optimization

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for MemMamba: Rethinking Memory Patterns in State Space Model

Paperium

Oct 20

MemMamba: Rethinking Memory Patterns in State Space Model

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for UniVideo: Unified Understanding, Generation, and Editing for Videos

Paperium

Oct 21

UniVideo: Unified Understanding, Generation, and Editing for Videos

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for VideoCanvas: Unified Video Completion from Arbitrary Spatiotemporal Patches viaIn-Context Conditioning

Paperium

Oct 21

VideoCanvas: Unified Video Completion from Arbitrary Spatiotemporal Patches viaIn-Context Conditioning

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for DreamOmni2: Multimodal Instruction-based Editing and Generation

Paperium

Oct 22

DreamOmni2: Multimodal Instruction-based Editing and Generation

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for From What to Why: A Multi-Agent System for Evidence-based Chemical ReactionCondition Reasoning

Paperium

Oct 22

From What to Why: A Multi-Agent System for Evidence-based Chemical ReactionCondition Reasoning

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Meta-Awareness Enhances Reasoning Models: Self-Alignment Reinforcement Learning

Paperium

Oct 22

Meta-Awareness Enhances Reasoning Models: Self-Alignment Reinforcement Learning

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs

Paperium

Oct 22

When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Low-probability Tokens Sustain Exploration in Reinforcement Learning withVerifiable Reward

Paperium

Oct 22

Low-probability Tokens Sustain Exploration in Reinforcement Learning withVerifiable Reward

#ai #deeplearning #computerscience #machinelearning

3 min read

Cover image for The Alignment Waltz: Jointly Training Agents to Collaborate for Safety

Paperium

Oct 23

The Alignment Waltz: Jointly Training Agents to Collaborate for Safety

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Training-Free Group Relative Policy Optimization

Paperium

Oct 23

Training-Free Group Relative Policy Optimization

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Hybrid Reinforcement: When Reward Is Sparse, It's Better to Be Dense

Paperium

Oct 23

Hybrid Reinforcement: When Reward Is Sparse, It's Better to Be Dense

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents

Paperium

Oct 23

NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for ARTDECO: Towards Efficient and High-Fidelity On-the-Fly 3D Reconstruction withStructured Scene Representation

Paperium

Oct 23

ARTDECO: Towards Efficient and High-Fidelity On-the-Fly 3D Reconstruction withStructured Scene Representation

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for DeepPrune: Parallel Scaling without Inter-trace Redundancy

Paperium

Oct 23

DeepPrune: Parallel Scaling without Inter-trace Redundancy

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for First Try Matters: Revisiting the Role of Reflection in Reasoning Models

Paperium

Oct 23

First Try Matters: Revisiting the Role of Reflection in Reasoning Models

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for LLMs Learn to Deceive Unintentionally: Emergent Misalignment in Dishonesty fromMisaligned Samples to Biased Human-AI Interaction

Paperium

Oct 26

LLMs Learn to Deceive Unintentionally: Emergent Misalignment in Dishonesty fromMisaligned Samples to Biased Human-AI Interaction

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for UniMMVSR: A Unified Multi-Modal Framework for Cascaded Video Super-Resolution

Paperium

Oct 26

UniMMVSR: A Unified Multi-Modal Framework for Cascaded Video Super-Resolution

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for NaViL: Rethinking Scaling Properties of Native Multimodal Large Language Modelsunder Data Constraints

Paperium

Oct 26

NaViL: Rethinking Scaling Properties of Native Multimodal Large Language Modelsunder Data Constraints

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards

Paperium

Oct 26

CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for PickStyle: Video-to-Video Style Transfer with Context-Style Adapters

Paperium

Oct 26

PickStyle: Video-to-Video Style Transfer with Context-Style Adapters

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for UNIDOC-BENCH: A Unified Benchmark for Document-Centric Multimodal RAG

Paperium

Oct 26

UNIDOC-BENCH: A Unified Benchmark for Document-Centric Multimodal RAG

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for InstructX: Towards Unified Visual Editing with MLLM Guidance

Paperium

Oct 26

InstructX: Towards Unified Visual Editing with MLLM Guidance

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for LongRM: Revealing and Unlocking the Context Boundary of Reward Modeling

Paperium

Oct 26

LongRM: Revealing and Unlocking the Context Boundary of Reward Modeling

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-HorizonTasks

Paperium

Oct 27

Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-HorizonTasks

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Reinforcing Diffusion Models by Direct Group Preference Optimization

Paperium

Oct 27

Reinforcing Diffusion Models by Direct Group Preference Optimization

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Taming Text-to-Sounding Video Generation via Advanced Modality Condition andInteraction

Paperium

Oct 27

Taming Text-to-Sounding Video Generation via Advanced Modality Condition andInteraction

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Entropy Regularizing Activation: Boosting Continuous Control, Large LanguageModels, and Image Classification with Activation as

Paperium

Oct 27

Entropy Regularizing Activation: Boosting Continuous Control, Large LanguageModels, and Image Classification with Activation as

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Memory Retrieval and Consolidation in Large Language Models through FunctionTokens

Paperium

Oct 27

Memory Retrieval and Consolidation in Large Language Models through FunctionTokens

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Recycling Pretrained Checkpoints: Orthogonal Growth of Mixture-of-Experts forEfficient Large Language Model Pre-Training

Paperium

Oct 27

Recycling Pretrained Checkpoints: Orthogonal Growth of Mixture-of-Experts forEfficient Large Language Model Pre-Training

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for GCPO: When Contrast Fails, Go Gold

Paperium

Oct 27

GCPO: When Contrast Fails, Go Gold

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for UP2You: Fast Reconstruction of Yourself from Unconstrained Photo Collections

Paperium

Oct 27

UP2You: Fast Reconstruction of Yourself from Unconstrained Photo Collections

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for OmniRetarget: Interaction-Preserving Data Generation for Humanoid Whole-BodyLoco-Manipulation and Scene Interaction

Paperium

Oct 27

OmniRetarget: Interaction-Preserving Data Generation for Humanoid Whole-BodyLoco-Manipulation and Scene Interaction

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for DexNDM: Closing the Reality Gap for Dexterous In-Hand Rotation via Joint-WiseNeural Dynamics Model

Paperium

Oct 27

DexNDM: Closing the Reality Gap for Dexterous In-Hand Rotation via Joint-WiseNeural Dynamics Model

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for A^2Search: Ambiguity-Aware Question Answering with Reinforcement Learning

Paperium

Oct 27

A^2Search: Ambiguity-Aware Question Answering with Reinforcement Learning

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Learning to Route LLMs from Bandit Feedback: One Policy, Many Trade-offs

Paperium

Oct 27

Learning to Route LLMs from Bandit Feedback: One Policy, Many Trade-offs

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Search-R3: Unifying Reasoning and Embedding Generation in Large Language Models

Paperium

Oct 27

Search-R3: Unifying Reasoning and Embedding Generation in Large Language Models

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for R2RGEN: Real-to-Real 3D Data Generation for Spatially Generalized Manipulation

Paperium

Oct 27

R2RGEN: Real-to-Real 3D Data Generation for Spatially Generalized Manipulation

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Drive&Gen: Co-Evaluating End-to-End Driving and Video Generation Models

Paperium

Oct 27

Drive&Gen: Co-Evaluating End-to-End Driving and Video Generation Models

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Beyond Outliers: A Study of Optimizers Under Quantization

Paperium

Oct 27

Beyond Outliers: A Study of Optimizers Under Quantization

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for SViM3D: Stable Video Material Diffusion for Single Image 3D Generation

Paperium

Oct 27

SViM3D: Stable Video Material Diffusion for Single Image 3D Generation

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations

Paperium

Oct 27

GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Towards Scalable and Consistent 3D Editing

Paperium

Oct 27

Towards Scalable and Consistent 3D Editing

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Use the Online Network If You Can: Towards Fast and Stable ReinforcementLearning

Paperium

Oct 27

Use the Online Network If You Can: Towards Fast and Stable ReinforcementLearning

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Fidelity-Aware Data Composition for Robust Robot Generalization

Paperium

Oct 28

Fidelity-Aware Data Composition for Robust Robot Generalization

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for SciVideoBench: Benchmarking Scientific Video Reasoning in Large MultimodalModels

Paperium

Oct 28

SciVideoBench: Benchmarking Scientific Video Reasoning in Large MultimodalModels

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Large Scale Diffusion Distillation via Score-Regularized Continuous-TimeConsistency

Paperium

Oct 28

Large Scale Diffusion Distillation via Score-Regularized Continuous-TimeConsistency

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Beyond Turn Limits: Training Deep Search Agents with Dynamic Context Window

Paperium

Oct 28

Beyond Turn Limits: Training Deep Search Agents with Dynamic Context Window

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for OpenRubrics: Towards Scalable Synthetic Rubric Generation for Reward Modelingand LLM Alignment

Paperium

Oct 28

OpenRubrics: Towards Scalable Synthetic Rubric Generation for Reward Modelingand LLM Alignment

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Thinking with Camera: A Unified Multimodal Model for Camera-CentricUnderstanding and Generation

Paperium

Oct 28

Thinking with Camera: A Unified Multimodal Model for Camera-CentricUnderstanding and Generation

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for D2E: Scaling Vision-Action Pretraining on Desktop Data for Transfer to EmbodiedAI

Paperium

Oct 28

D2E: Scaling Vision-Action Pretraining on Desktop Data for Transfer to EmbodiedAI

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for TAG:Tangential Amplifying Guidance for Hallucination-Resistant DiffusionSampling

Paperium

Oct 28

TAG:Tangential Amplifying Guidance for Hallucination-Resistant DiffusionSampling

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Multimodal Prompt Optimization: Why Not Leverage Multiple Modalities for MLLMs

Paperium

Oct 28

Multimodal Prompt Optimization: Why Not Leverage Multiple Modalities for MLLMs

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for AutoPR: Let's Automate Your Academic Promotion!

Paperium

Oct 28

AutoPR: Let's Automate Your Academic Promotion!

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for R-Horizon: How Far Can Your Large Reasoning Model Really Go in Breadth andDepth?

Paperium

Oct 28

R-Horizon: How Far Can Your Large Reasoning Model Really Go in Breadth andDepth?

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Webscale-RL: Automated Data Pipeline for Scaling RL Data to Pretraining Levels

Paperium

Oct 28

Webscale-RL: Automated Data Pipeline for Scaling RL Data to Pretraining Levels

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for SpaceVista: All-Scale Visual Spatial Reasoning from mm to km

Paperium

Oct 28

SpaceVista: All-Scale Visual Spatial Reasoning from mm to km

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for StreamingVLM: Real-Time Understanding for Infinite Video Streams

Paperium

Oct 28

StreamingVLM: Real-Time Understanding for Infinite Video Streams

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Don't Waste Mistakes: Leveraging Negative RL-Groups via Confidence Reweighting

Paperium

Oct 28

Don't Waste Mistakes: Leveraging Negative RL-Groups via Confidence Reweighting

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for ARES: Multimodal Adaptive Reasoning via Difficulty-Aware Token-Level EntropyShaping

Paperium

Oct 28

ARES: Multimodal Adaptive Reasoning via Difficulty-Aware Token-Level EntropyShaping

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for KORMo: Korean Open Reasoning Model for Everyone

Paperium

Oct 28

KORMo: Korean Open Reasoning Model for Everyone

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for DISCO: Diversifying Sample Condensation for Efficient Model Evaluation

Paperium

Oct 28

DISCO: Diversifying Sample Condensation for Efficient Model Evaluation

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Bridging Reasoning to Learning: Unmasking Illusions using Complexity Out ofDistribution Generalization

Paperium

Oct 28

Bridging Reasoning to Learning: Unmasking Illusions using Complexity Out ofDistribution Generalization

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Progressive Gaussian Transformer with Anisotropy-aware Sampling for OpenVocabulary Occupancy Prediction

Paperium

Oct 28

Progressive Gaussian Transformer with Anisotropy-aware Sampling for OpenVocabulary Occupancy Prediction

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for StatEval: A Comprehensive Benchmark for Large Language Models in Statistics

Paperium

Oct 28

StatEval: A Comprehensive Benchmark for Large Language Models in Statistics

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for MRMR: A Realistic and Expert-Level Multidisciplinary Benchmark forReasoning-Intensive Multimodal Retrieval

Paperium

Oct 29

MRMR: A Realistic and Expert-Level Multidisciplinary Benchmark forReasoning-Intensive Multimodal Retrieval

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for PhysToolBench: Benchmarking Physical Tool Understanding for MLLMs

Paperium

Oct 29

PhysToolBench: Benchmarking Physical Tool Understanding for MLLMs

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for BigCodeArena: Unveiling More Reliable Human Preferences in Code Generation viaExecution

Paperium

Oct 29

BigCodeArena: Unveiling More Reliable Human Preferences in Code Generation viaExecution

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Which Heads Matter for Reasoning? RL-Guided KV Cache Compression

Paperium

Oct 29

Which Heads Matter for Reasoning? RL-Guided KV Cache Compression

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Dyna-Mind: Learning to Simulate from Experience for Better AI Agents

Paperium

Oct 29

Dyna-Mind: Learning to Simulate from Experience for Better AI Agents

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for ReviewerToo: Should AI Join The Program Committee? A Look At The Future of PeerReview

Paperium

Oct 29

ReviewerToo: Should AI Join The Program Committee? A Look At The Future of PeerReview

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Pseudo2Real: Task Arithmetic for Pseudo-Label Correction in Automatic SpeechRecognition

Paperium

Oct 29

Pseudo2Real: Task Arithmetic for Pseudo-Label Correction in Automatic SpeechRecognition

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Parallel Test-Time Scaling for Latent Reasoning Models

Paperium

Oct 29

Parallel Test-Time Scaling for Latent Reasoning Models

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Mind-Paced Speaking: A Dual-Brain Approach to Real-Time Reasoning in SpokenLanguage Models

Paperium

Oct 29

Mind-Paced Speaking: A Dual-Brain Approach to Real-Time Reasoning in SpokenLanguage Models

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for A Goal Without a Plan Is Just a Wish: Efficient and Effective Global PlannerTraining for Long-Horizon Agent Tasks

Paperium

Oct 29

A Goal Without a Plan Is Just a Wish: Efficient and Effective Global PlannerTraining for Long-Horizon Agent Tasks

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for TC-LoRA: Temporally Modulated Conditional LoRA for Adaptive Diffusion Control

Paperium

Oct 29

TC-LoRA: Temporally Modulated Conditional LoRA for Adaptive Diffusion Control

#ai #deeplearning #computerscience #machinelearning

3

1 min read

Cover image for Mitigating Overthinking through Reasoning Shaping

Paperium

Oct 29

Mitigating Overthinking through Reasoning Shaping

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Adaptive Attacks on Trusted Monitors Subvert AI Control Protocols

Paperium

Oct 29

Adaptive Attacks on Trusted Monitors Subvert AI Control Protocols

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for GTAlign: Game-Theoretic Alignment of LLM Assistants for Mutual Welfare

Paperium

Oct 29

GTAlign: Game-Theoretic Alignment of LLM Assistants for Mutual Welfare

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Understanding DeepResearch via Reports

Paperium

Oct 29

Understanding DeepResearch via Reports

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for One Patch to Caption Them All: A Unified Zero-Shot Captioning Framework

Paperium

Oct 30

One Patch to Caption Them All: A Unified Zero-Shot Captioning Framework

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Hybrid-grained Feature Aggregation with Coarse-to-fine Language Guidance forSelf-supervised Monocular Depth Estimation

Paperium

Oct 30

Hybrid-grained Feature Aggregation with Coarse-to-fine Language Guidance forSelf-supervised Monocular Depth Estimation

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Speculative Jacobi-Denoising Decoding for Accelerating AutoregressiveText-to-image Generation

Paperium

Oct 30

Speculative Jacobi-Denoising Decoding for Accelerating AutoregressiveText-to-image Generation

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Better Together: Leveraging Unpaired Multimodal Data for Stronger UnimodalModels

Paperium

Oct 30

Better Together: Leveraging Unpaired Multimodal Data for Stronger UnimodalModels

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for LightReasoner: Can Small Language Models Teach Large Language Models Reasoning?

Paperium

Oct 30

LightReasoner: Can Small Language Models Teach Large Language Models Reasoning?

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for ACE: Attribution-Controlled Knowledge Editing for Multi-hop Factual Recall

Paperium

Oct 30

ACE: Attribution-Controlled Knowledge Editing for Multi-hop Factual Recall

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Formalizing Style in Personal Narratives

Paperium

Oct 30

Formalizing Style in Personal Narratives

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for LLM4Cell: A Survey of Large Language and Agentic Models for Single-Cell Biology

Paperium

Oct 30

LLM4Cell: A Survey of Large Language and Agentic Models for Single-Cell Biology

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Temporal Prompting Matters: Rethinking Referring Video Object Segmentation

Paperium

Oct 30

Temporal Prompting Matters: Rethinking Referring Video Object Segmentation

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for ELMUR: External Layer Memory with Update/Rewrite for Long-Horizon RL

Paperium

Oct 30

ELMUR: External Layer Memory with Update/Rewrite for Long-Horizon RL

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Instant4D: 4D Gaussian Splatting in Minutes

Paperium

Oct 30

Instant4D: 4D Gaussian Splatting in Minutes

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs

Paperium

Oct 30

QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Diffusion Transformers with Representation Autoencoders

Paperium

Oct 30

Diffusion Transformers with Representation Autoencoders

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs

Paperium

Oct 30

OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Latent Refinement Decoding: Enhancing Diffusion-Based Language Models byRefining Belief States

Paperium

Oct 31

Latent Refinement Decoding: Enhancing Diffusion-Based Language Models byRefining Belief States

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for RLFR: Extending Reinforcement Learning for LLMs with Flow Environment

Paperium

Oct 31

RLFR: Extending Reinforcement Learning for LLMs with Flow Environment

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Spotlight on Token Perception for Multimodal Reinforcement Learning

Paperium

Oct 31

Spotlight on Token Perception for Multimodal Reinforcement Learning

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for AVoCaDO: An Audiovisual Video Captioner Driven by Temporal Orchestration

Paperium

Oct 31

AVoCaDO: An Audiovisual Video Captioner Driven by Temporal Orchestration

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for DiT360: High-Fidelity Panoramic Image Generation via Hybrid Training

Paperium

Oct 31

DiT360: High-Fidelity Panoramic Image Generation via Hybrid Training

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Making Mathematical Reasoning Adaptive

Paperium

Oct 31

Making Mathematical Reasoning Adaptive

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Demystifying Reinforcement Learning in Agentic Reasoning

Paperium

Oct 31

Demystifying Reinforcement Learning in Agentic Reasoning

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for InternSVG: Towards Unified SVG Tasks with Multimodal Large Language Models

Paperium

Oct 31

InternSVG: Towards Unified SVG Tasks with Multimodal Large Language Models

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Building a Foundational Guardrail for General Agentic Systems via Synthetic Data

Paperium

Oct 31

Building a Foundational Guardrail for General Agentic Systems via Synthetic Data

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for ACADREASON: Exploring the Limits of Reasoning Models with Academic ResearchProblems

Paperium

Oct 31

ACADREASON: Exploring the Limits of Reasoning Models with Academic ResearchProblems

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for BrowserAgent: Building Web Agents with Human-Inspired Web Browsing Actions

Paperium

Oct 31

BrowserAgent: Building Web Agents with Human-Inspired Web Browsing Actions

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for FinAuditing: A Financial Taxonomy-Structured Multi-Document Benchmark forEvaluating LLMs

Paperium

Oct 31

FinAuditing: A Financial Taxonomy-Structured Multi-Document Benchmark forEvaluating LLMs

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for DocReward: A Document Reward Model for Structuring and Stylizing

Paperium

Oct 31

DocReward: A Document Reward Model for Structuring and Stylizing

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Don't Just Fine-tune the Agent, Tune the Environment

Paperium

Oct 31

Don't Just Fine-tune the Agent, Tune the Environment

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for GIR-Bench: Versatile Benchmark for Generating Images with Reasoning

Paperium

Oct 31

GIR-Bench: Versatile Benchmark for Generating Images with Reasoning

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for AdaViewPlanner: Adapting Video Diffusion Models for Viewpoint Planning in 4DScenes

Paperium

Oct 31

AdaViewPlanner: Adapting Video Diffusion Models for Viewpoint Planning in 4DScenes

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Vlaser: Vision-Language-Action Model with Synergistic Embodied Reasoning

Paperium

Oct 31

Vlaser: Vision-Language-Action Model with Synergistic Embodied Reasoning

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for SPG: Sandwiched Policy Gradient for Masked Diffusion Language Models

Paperium

Oct 31

SPG: Sandwiched Policy Gradient for Masked Diffusion Language Models

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for CodePlot-CoT: Mathematical Visual Reasoning by Thinking with Code-Driven Images

Paperium

Oct 31

CodePlot-CoT: Mathematical Visual Reasoning by Thinking with Code-Driven Images

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for On Epistemic Uncertainty of Visual Tokens for Object Hallucinations in LargeVision-Language Models

Paperium

Oct 31

On Epistemic Uncertainty of Visual Tokens for Object Hallucinations in LargeVision-Language Models

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for High-Fidelity Simulated Data Generation for Real-World Zero-Shot RoboticManipulation Learning with Gaussian Splatting

Paperium

Oct 31

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#ai #deeplearning #computerscience #machinelearning

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Cover image for A^2FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning

Paperium

Nov 9

A^2FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for BLIP3o-NEXT: Next Frontier of Native Image Generation

Paperium

Nov 9

BLIP3o-NEXT: Next Frontier of Native Image Generation

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Language Models Model Language

Paperium

Nov 9

Language Models Model Language

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-BasedIncremental Training

Paperium

Nov 9

InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-BasedIncremental Training

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Imaginarium: Vision-guided High-Quality 3D Scene Layout Generation

Paperium

Nov 9

Imaginarium: Vision-guided High-Quality 3D Scene Layout Generation

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Explore to Evolve: Scaling Evolved Aggregation Logic via Proactive OnlineExploration for Deep Research Agents

Paperium

Nov 9

Explore to Evolve: Scaling Evolved Aggregation Logic via Proactive OnlineExploration for Deep Research Agents

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Foundation Models for Scientific Discovery: From Paradigm Enhancement toParadigm Transition

Paperium

Nov 9

Foundation Models for Scientific Discovery: From Paradigm Enhancement toParadigm Transition

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for VISTA: A Test-Time Self-Improving Video Generation Agent

Paperium

Nov 9

VISTA: A Test-Time Self-Improving Video Generation Agent

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for DLER: Doing Length pEnalty Right - Incentivizing More Intelligence per Token viaReinforcement Learning

Paperium

Nov 9

DLER: Doing Length pEnalty Right - Incentivizing More Intelligence per Token viaReinforcement Learning

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Emergent Misalignment via In-Context Learning: Narrow in-context examples canproduce broadly misaligned LLMs

Paperium

Nov 9

Emergent Misalignment via In-Context Learning: Narrow in-context examples canproduce broadly misaligned LLMs

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Build Your Personalized Research Group: A Multiagent Framework for Continual andInteractive Science Automation

Paperium

Nov 9

Build Your Personalized Research Group: A Multiagent Framework for Continual andInteractive Science Automation

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for FinTrust: A Comprehensive Benchmark of Trustworthiness Evaluation in FinanceDomain

Paperium

Nov 9

FinTrust: A Comprehensive Benchmark of Trustworthiness Evaluation in FinanceDomain

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Robust Layerwise Scaling Rules by Proper Weight Decay Tuning

Paperium

Nov 9

Robust Layerwise Scaling Rules by Proper Weight Decay Tuning

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Rewiring Experts on the Fly:Continuous Rerouting for Better Online Adaptation inMixture-of-Expert models

Paperium

Nov 9

Rewiring Experts on the Fly:Continuous Rerouting for Better Online Adaptation inMixture-of-Expert models

#ai #deeplearning #computerscience #machinelearning

2 min read

Cover image for Paper2Web: Let's Make Your Paper Alive!

Paperium

Nov 9

Paper2Web: Let's Make Your Paper Alive!

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Train a Unified Multimodal Data Quality Classifier with Synthetic Data

Paperium

Nov 9

Train a Unified Multimodal Data Quality Classifier with Synthetic Data

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for PICABench: How Far Are We from Physically Realistic Image Editing?

Paperium

Nov 9

PICABench: How Far Are We from Physically Realistic Image Editing?

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for DeepAnalyze: Agentic Large Language Models for Autonomous Data Science

Paperium

Nov 9

DeepAnalyze: Agentic Large Language Models for Autonomous Data Science

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Glyph: Scaling Context Windows via Visual-Text Compression

Paperium

Nov 10

Glyph: Scaling Context Windows via Visual-Text Compression

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Towards Mixed-Modal Retrieval for Universal Retrieval-Augmented Generation

Paperium

Nov 10

Towards Mixed-Modal Retrieval for Universal Retrieval-Augmented Generation

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for When to Ensemble: Identifying Token-Level Points for Stable and Fast LLMEnsembling

Paperium

Nov 10

When to Ensemble: Identifying Token-Level Points for Stable and Fast LLMEnsembling

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for FineVision: Open Data Is All You Need

Paperium

Nov 10

FineVision: Open Data Is All You Need

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for QueST: Incentivizing LLMs to Generate Difficult Problems

Paperium

Nov 10

QueST: Incentivizing LLMs to Generate Difficult Problems

#ai #deeplearning #computerscience #machinelearning

1 min read

Cover image for Visual Autoregressive Models Beat Diffusion Models on Inference Time Scaling

Paperium

Nov 10

Visual Autoregressive Models Beat Diffusion Models on Inference Time Scaling

#ai #deeplearning #computerscience #machinelearning

2 min read