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Daily Papers

byAK and the research community

May 13

Submitted by

Paranioar

SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture

sensenova

Submitted by

apocryphal

MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents

MemTensor

Submitted by

taesiri

δ-mem: Efficient Online Memory for Large Language Models

mindlab-research

Submitted by

gaotang

RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards

google

3

Submitted by

sinwang

World Action Models: The Next Frontier in Embodied AI

OpenMOSS-Team

Submitted by

patricebechard

Do Enterprise Systems Need Learned World Models? The Importance of Context to Infer Dynamics

ServiceNow-AI

1

Submitted by

DhavalPatel

MCP-Cosmos: World Model-Augmented Agents for Complex Task Execution in MCP Environments

ibm-research

2

Submitted by

bloc97

Efficient Pre-Training with Token Superposition

NousResearch

8

Submitted by

zhen-nan

L2P: Unlocking Latent Potential for Pixel Generation

·
10 authors

Submitted by

huangrh9

AlphaGRPO: Unlocking Self-Reflective Multimodal Generation in UMMs via Decompositional Verifiable Reward

·
5 authors

Submitted by

DogNeverSleep

Beyond the Last Layer: Multi-Layer Representation Fusion for Visual Tokenization

·
7 authors

Submitted by

Yhmeng1106

CausalCine: Real-Time Autoregressive Generation for Multi-Shot Video Narratives

antgroup

Submitted by

Hyeoni

Teaching Language Models to Think in Code

Korea University

2

Submitted by

Foreshhh

ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents

AlibabaTongyiLab

Submitted by

JoeYing

Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents

The Hong Kong University of Science and Technology

Submitted by

shizhuo2

Useful Memories Become Faulty When Continuously Updated by LLMs

illinois

University of Illinois at Urbana-Champaign

Submitted by

milkkarten

Continual Harness: Online Adaptation for Self-Improving Foundation Agents

princetonu

Princeton University

Submitted by

rishabh2k1

Learning, Fast and Slow: Towards LLMs That Adapt Continually

UCBerkeley

University of California, Berkeley

2

Submitted by

Jongwondd

Your Language Model is Its Own Critic: Reinforcement Learning with Value Estimation from Actor's Internal States

SeoulNatlUniv

Seoul National University

Submitted by

JonasGeiping

Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs

ELLIS-Institute-Tuebingen

ELLIS Institute Tübingen

Submitted by

guanzhong2

Missing Old Logits in Asynchronous Agentic RL: Semantic Mismatch and Repair Methods for Off-Policy Correction

jingdong1

Submitted by

Sicong

World Model for Robot Learning: A Comprehensive Survey

·
18 authors

Submitted by

LIQIIIII

On-Policy Self-Evolution via Failure Trajectories for Agentic Safety Alignment

·
3 authors

Submitted by

Miaosen

Covering Human Action Space for Computer Use: Data Synthesis and Benchmark

microsoft

Submitted by

weiqingXiao

Relit-LiVE: Relight Video by Jointly Learning Environment Video

nanjinguniv

Nanjing University

Submitted by

taesiri

From Web to Pixels: Bringing Agentic Search into Visual Perception

·
6 authors

Submitted by

Kun-Xiang

SeePhys Pro: Diagnosing Modality Transfer and Blind-Training Effects in Multimodal RLVR for Physics Reasoning

·
18 authors

Submitted by

Frinkleko

One Turn Too Late: Response-Aware Defense Against Hidden Malicious Intent in Multi-Turn Dialogue

Graph-COM

Graph Computation and Machine Learning (GCOM) Group

Submitted by

Mercury7353

EVOCHAMBER: Test-Time Co-evolution of Multi-Agent System at Individual, Team, and Population Scales

·
6 authors

Submitted by

xuyd16

Beyond GRPO and On-Policy Distillation: An Empirical Sparse-to-Dense Reward Principle for Language-Model Post-Training

princetonu

Princeton University

Submitted by

Thrillcrazyer

LoopUS: Recasting Pretrained LLMs into Looped Latent Refinement Models

BAELABPNU

BIGDATA ANALYTICS ENGINEERING LAB, Pusan National University, Busan, Korea

Submitted by

FSCCS

PASA: A Principled Embedding-Space Watermarking Approach for LLM-Generated Text under Semantic-Invariant Attacks

Submitted by

andreagurioli1995

Do not copy and paste! Rewriting strategies for code retrieval

·
3 authors

Submitted by

dmux

Debiased Model-based Representations for Sample-efficient Continuous Control

Tencent-Hunyuan

Tencent Hunyuan

Submitted by

henry-yeh

Agent-ValueBench: A Comprehensive Benchmark for Evaluating Agent Values

PKU1898

Peking University

Submitted by

pariard

Solve the Loop: Attractor Models for Language and Reasoning

UniversityofSouthernCalifornia

University of Southern California

Submitted by

Gigglingface

MEME: Multi-entity & Evolving Memory Evaluation

kaist-ai

Submitted by

rntc

A Causal Language Modeling Detour Improves Encoder Continued Pretraining

almanach

ALMAnaCH (Inria)

3

Submitted by

WenDingY

Beyond Reasoning: Reinforcement Learning Unlocks Parametric Knowledge in LLMs

·
8 authors

Submitted by

wy1iu

Pion: A Spectrum-Preserving Optimizer via Orthogonal Equivalence Transformation

CUHK-CSE

The Chinese University of Hong Kong

Submitted by

DarkBluee

A Single Layer to Explain Them All:Understanding Massive Activations in Large Language Models

RutgersU

Rutgers University

1

Submitted by

jindongwang

UniPath: Adaptive Coordination of Understanding and Generation for Unified Multimodal Reasoning

williammary

The College of William & Mary

Submitted by

taesiri

VidSplat: Gaussian Splatting Reconstruction with Geometry-Guided Video Diffusion Priors

·
8 authors

Submitted by

xiaowu0162

LongMemEval-V2: Evaluating Long-Term Agent Memory Toward Experienced Colleagues

uclanlp

Submitted by

taesiri

Reward Hacking in Rubric-Based Reinforcement Learning

·
6 authors

Submitted by

wufeim

LychSim: A Controllable and Interactive Simulation Framework for Vision Research

JohnsHopkins

Johns Hopkins University

Submitted by

zsqzz

The Many Faces of On-Policy Distillation: Pitfalls, Mechanisms, and Fixes

UIUC-CS

University of Illinois at Urbana-Champaign

Submitted by

ZBox008003

Micro-Defects Expose Macro-Fakes: Detecting AI-Generated Images via Local Distributional Shifts

RutgersU

Rutgers University

Submitted by

xwen99

AdaPreLoRA: Adafactor Preconditioned Low-Rank Adaptation

·
3 authors

Submitted by

taicheng

AutoLLMResearch: Training Research Agents for Automating LLM Experiment Configuration -- Learning from Cheap, Optimizing Expensive

notredame

University of Notre Dame

Submitted by

alphadl

IndustryBench: Probing the Industrial Knowledge Boundaries of LLMs

alibaba-multimodal-industrial-ai

1688 multimodal & industrial AI

Submitted by

monurcan

WildRelight: A Real-World Benchmark and Physics-Guided Adaptation for Single-Image Relighting

dtudk

Technical University of Denmark

1

Submitted by

Lxyhaha

TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems

·
7 authors

Submitted by

SteveZeyuZhang

Lite3R: A Model-Agnostic Framework for Efficient Feed-Forward 3D Reconstruction

PekingUniversity

Peking University

Submitted by

taesiri

Images in Sentences: Scaling Interleaved Instructions for Unified Visual Generation

·
5 authors

Submitted by

utopiar

MoCam: Unified Novel View Synthesis via Structured Denoising Dynamics

Orange-Team

Submitted by

amanchadha

SleepWalk: A Three-Tier Benchmark for Stress-Testing Instruction-Guided Vision-Language Navigation

·
8 authors

1

Submitted by

joykirat

Agent-BRACE: Decoupling Beliefs from Actions in Long-Horizon Tasks via Verbalized State Uncertainty

·
8 authors

Submitted by

nverma

ORBIT: Preserving Foundational Language Capabilities in GenRetrieval via Origin-Regulated Merging

·
10 authors

1

Submitted by

ravfogs

Geometric Factual Recall in Transformers

·
4 authors

Submitted by

Yiwei-Ou

Urban-ImageNet: A Large-Scale Multi-Modal Dataset and Evaluation Framework for Urban Space Perception

auckland

University of Auckland

Submitted by

JarvisPei

FocuSFT: Bilevel Optimization for Dilution-Aware Long-Context Fine-Tuning

·
6 authors

Submitted by

stefan-it

GLiNER-Relex: A Unified Framework for Joint Named Entity Recognition and Relation Extraction

·
4 authors

Submitted by

cesun

LLM Agents Already Know When to Call Tools -- Even Without Reasoning

·
5 authors

Submitted by

liangqiy

PAAC: Privacy-Aware Agentic Device-Cloud Collaboration

·
4 authors

1

Submitted by

liangqiy

Large Language Models over Networks: Collaborative Intelligence under Resource Constraints

·
5 authors

1

Submitted by

niwase

Reliable Chain-of-Thought via Prefix Consistency

MBZUAI

Mohamed Bin Zayed University of Artificial Intelligence

Submitted by

mdswyz

Implicit Preference Alignment for Human Image Animation

Tencent-Hunyuan

Tencent Hunyuan

Submitted by

mdswyz

FaithfulFaces: Pose-Faithful Facial Identity Preservation for Text-to-Video Generation

Tencent-Hunyuan

Tencent Hunyuan

2

Submitted by

chris10

EgoForce: Forearm-Guided Camera-Space 3D Hand Pose from a Monocular Egocentric Camera

dfki-av

Augmented Vision

Submitted by

SteveZeyuZhang

EviMem: Evidence-Gap-Driven Iterative Retrieval for Long-Term Conversational Memory

·
4 authors