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Daily Papers

byAK and the research community

Oct 15

Submitted by

lhmd

Any Time, Any Space: A World-State-Centric Framework for Agentic Video Generation

zju

Zhejiang University

Submitted by

yyyang

Player-1: Learning to Play from Synthetic Experience

TencentARC

ARC Lab, Tencent

Submitted by

kevin715

Beyond Domain-Routed Supervision: Cross-Teacher Guarding for Multi-Teacher On-Policy Distillation

jingdong1

2

Submitted by

YuyaoGe

Doc2Harness: Benchmarking LLMs on Long-Horizon Harness Engineering of Coding Agents

ict-cas

Institute of Computing Technology

Submitted by

kzhao5

Recovering Reliable Supervision via Critique-Guided On-Policy Distillation

·
7 authors

Submitted by

zhongzero

More Methods, Better Agents? A Reality Check on Self-Distillation in Agentic Reinforcement Learning

zju

Zhejiang University

Submitted by

yhx12

LatentLoop: Scaling Looped MoE Models with Asymmetric Compute Allocation

·
8 authors

Submitted by

Ningyu

Cortex: Consolidating Context into Parametric Memory

ByteDance-Seed

1

Submitted by

HuiningYuan

ActionOPD: Distilling Decisions, Not Tokens

nics-efc

Tsinghua-NICS-EFC

Submitted by

qingyuejiao

Seeing, Maintaining, and Learning: The Evolution of Multimodal Agent Memory

Fudan-University

Fudan University

Submitted by

XINLI1997

Many Right Answers, One Training Example: Removing Responder Noise from GRPO for LLM Recommenders

NanyangTechnologicalUniversity

Nanyang Technological University

Submitted by

yuUnuo

LensErase: A Foundation Model for Erase Anything

microsoft

Submitted by

sihwanpark

KV4-RL: Unlocking Faster Asynchronous Rollouts for RLVR with INT4 KV Cache Quantization

kaist-ai

Submitted by

KaituoFeng

Towards Agentic Robots: Model, Data, Environment, and Harness

·
16 authors

Submitted by

yuxianglai117

CLASHarness: Benchmarking Multi-Agent Conflict in Computer Use via a Controllable and Verifiable Generation Pipeline

google

Submitted by

jiaruz2

Hybrid Reasoning Agents

StanfordUniversity

Stanford University

Submitted by

vxuanz

The Thinking Leakage in Reinforcement Learning for LLMs

kaust-generative-ai

KAUST Center of Excellence in Generative AI

Submitted by

xushuwen23

RuleTrek: Benchmarking Agentic Rule Reasoning in Complex Scenarios

·
13 authors

Submitted by

OfficerChul

HumanoidToolBench: Benchmarking Humanoid Tool Use from Selection to Mobile Execution

snupilab

Submitted by

zsr200901

APT: Feedback-Driven Agentic Post-Training for Text-to-Image Generation

MicrosoftResearch

Microsoft Research

Submitted by

Met4physics

Super-Resolution in The Right Latent Space: A Frozen Vision-Foundation Substrate

RTP-LLM

1

Submitted by

yflantmy

DecisionRobust: Benchmarking Robustness for JEV Style Decision Models Across Text and Vision

·
7 authors

2

Submitted by

yumingfu

LabInstruct: Benchmarking Situated Instructional Video Generation for Lab Procedures

·
8 authors

Submitted by

sahsaeedi

τ-Emotion-Bench: Exposing the Interaction Fragility of LLM Agents through Real-World User Emotions

Arizona-State-University

Arizona State University

Submitted by

echo-yiyiyi

APEX-Harm: Evaluating Agent Safety in Shared Professional Workspaces

KAUST

King Abdullah University of Science and Technology

Submitted by

youganglyu

SwarmRSI: Recursive Self-Improvement through Evolving Scientific Agent Swarm

·
12 authors

Submitted by

AlanTang7

SkillMarker: A KGW-Based Watermarking Method for Agent Skill Ownership Verification

hitsz123

Harbin Institute of Techonology, Shenzhen

Submitted by

LazySheeep

RAR: Rate-Adaptive Rollout for Time-Consistent Interactive World Models

·
8 authors

Submitted by

LLLeo612

ProgAgent: Learning Tool Orchestration through Programmatic Training

HKUST NLP Group

Submitted by

AIGCer-OPPO

GroundGUI: GUI Grounding by High-Quality Data and Distillation-to-Reinforcement Learning

·
8 authors

Submitted by

hannayukhymenko

Apertus 1.5: From Open Text Models to Open Multimodal Reasoners

swiss-ai

Swiss AI Initiative

2

Submitted by

Flourish

Efficient Scene-Text Refinement via Pixel-Space Grouped Image Generation

ATH-MaaS

2

Submitted by

HwanChang0106

Diagnosing and Correcting Reward Hacking in Verifiable Instruction Following

·
8 authors

Submitted by

linggm

Are We Testing Too Much? A Survey of Benchmark Compression for Efficient Evaluation of Large Language Models

SunYatsen

Sun Yat-Sen University

Submitted by

6cf

Long-Horizon RL Needs Muon

RUC

Renmin University of China

2

Submitted by

riccardodesanti

LLM-to-Flow Distillation: Teaching Natural Language Goals to Scientific Generators

ethz

Submitted by

jiwonsong

Joint Subspace Sparse Attention for Efficient Long-Context Decoding

SNU-VLSI

Seoul National University VLSI Lab

Submitted by

ldkong

SafeDriveVLA: Navigation-Conditioned World Model Dreaming for Conflict-Aware End-to-End Autonomous Driving

UCI6055

University of California, Irvine

Submitted by

XINLI1997

Share the Symbol, Not the Vector: Training-Free Fact Communication Across Language Models

NanyangTechnologicalUniversity

Nanyang Technological University

Submitted by

Ukpkmkkk

What Makes a Social Agent's Interactions Effective? Learning from Verifiable Outcomes in Paired Worlds

Tongyi-ConvAI

Submitted by

hanlincs

From Failures to Learnable Worlds: Policy-Conditioned Environment Generation for Navigation Agents

UNC-ChapelHill

University of North Carolina at Chapel Hill

Submitted by

FabianGroeger

Rethinking Projector Training in Multimodal LLMs

epfl-ch

Submitted by

Lie24

StartLux-Decision: AutoThink Decision Models with Reinforcement Learning for Calibrated Deliberative Decisions

startlux-models

Submitted by

zhuobai

Glance Forcing: Making Bidirectional Diffusion Autoregressive at a Glance

·
6 authors

Submitted by

tksii

ProbabilityBench: Model Evaluation and Calibration with Exact Ground-Truth Uncertainty

ishidalab

Submitted by

kostino

BigCell: Generating Gigapixel Whole-Slide Images

StonyBrook-CVLab

CVLab @ Stony Brook University

2

Submitted by

ldkong

VITAL: From Visual Motion to Precise Action

HorizonRobotics

HorizonRobotics

Submitted by

Flourish

TextVerifier: Seeing Beyond Recognition to Verify Chinese Text Rendering

ATH-MaaS

2

Submitted by

yantaiyang05

Acting Through Registers

Submitted by

IanMagnusson

The COUNT: Counting N-grams Unlocks Scaling on Host Memory and Training-Free Adaptation

University of Washington

Submitted by

akhadangi

Continuum Attention

·
1 authors

Submitted by

kinpzz

Generative World Simulation with DAO and JING

XGEN-Labs

Submitted by

chen-yingfa

Latent Compaction with Test-Time Training

TsinghuaNLP

Tsinghua NLP Group

Submitted by

EVIGBYEN

SWEeper-Bench: Can Agents Discover Bugs in Interactive Software?

zlab-princeton

Submitted by

TechxGenus

Diff Diffusion: Predicting Edit Paths with Diffusion Models for Efficient Code Editing

·
8 authors

Submitted by

yantaiyang05

Exploring the Limits of Combinatorial Generalization in Embodied Manipulation

Submitted by

CliverChen

Training LLMs for Multi-Agent Collaboration with Verifiable Information Rewards

·
5 authors

2

Submitted by

Cii030

VASPO: Self-Distillation with Privileged Value Estimation

ustc-community

University of Science and Technology of China

Submitted by

rishii100

Rethinking LLM-Guided Visual Question Answering: Does Deeper Knowledge Integration Really Help?

·
5 authors

Submitted by

Guan123

SyncReward: Human-Aligned Synchronization Reward for Audio-Visual Generation

tencent

Submitted by

PeterLauLukCh

Scaling Online Optimal Transport Minibatches for Flow Matching

UCBerkeley

University of California, Berkeley

1

Submitted by

pengyue-polaron

Physical Time as a Missing Dimension of Robot Policy Memory Dynamics

newyorkuniversity

New York University

2

Submitted by

deqing

PreciseCoder: Faithful and Generalizable Debugging Beyond Unit-Test Rewards

Berkeley

Submitted by

Arastun

Choosing LLMs for Strategic Agent Interactions

2

Submitted by

FabianGroeger

To Align or Not To Align: Check Your COMPASS Before You Train

epfl-ch

Submitted by

Tangerine24

Vela: Scaling Vision-Language-Action Models with Adaptive Action Curve Parametrization

·
7 authors

Submitted by

xyzzzh

Jag: Direct Box Prediction for Efficient Visual Grounding

·
6 authors

Submitted by

ZGZzz

NavGPT-3: Harnessing Context in a Hierarchical Navigation Runtime

Metacognition-AI

Submitted by

Shuaijun

MimicX: Policy-in-the-Loop Supervision Refinement for Video-Driven Humanoid Motion Tracking

·
10 authors

Submitted by

pengyue-polaron

G^3VLA: Geometric Inductive Bias for Vision-Language-Action Models

·
8 authors

1

Submitted by

taesiri

MA-Bench: Measuring Operational Planning in Language Models

·
4 authors

Submitted by

zekun-shi

FreeSolo: Linear-time Sparse Attention with Zero-Shot Length Extrapolation

·
2 authors

Submitted by

walterdev

Your Transformer Is Secretly Elastic

VISLab-Amsterdam

Video & Image Sense Lab

Submitted by

zhuobai

StreamErase: Towards Ultra-Fast Streaming Video Erasing

·
7 authors

Submitted by

lalalamdbf

AgentSafeEvo: Adversarial Co-Evolution for LLM Agent Safety

·
7 authors

1

Submitted by

NicolasCC

When Left Is Right? Camera-Motion Understanding beyond Screen

tencent

Submitted by

Obnan

History Replays Itself: Unleashing Long-Context Capability in Linear Attention

kaust-generative-ai

KAUST Center of Excellence in Generative AI

1

Submitted by

jzhao1122

Self-Conditioning Enables Deep Sequential Reasoning in Flow Matching

SQZ

Shanghai Qizhi Institute

Submitted by

zzyx

Speculative Sampling in Interactive Video Generation

ustc

university of science and technology of china

Submitted by

kumboh

Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text Generation

StanfordUniversity

Stanford University

Submitted by

tianchez

VLX-Go: Robust Embodied Tracking through Multi-Stage Learning and On-Policy Refinement

omlab

Submitted by

chien90190

A Diagnostic Study of World-Space Human Recovery Under High Camera Dynamics

·
3 authors

Submitted by

Word2Li

CoTranslator: Reverse to Forward Chain-of-Thought Translator for Reasoning Distillation

Tsinghua University

1

Submitted by

yunblack

Unlocking Structured Pruning for Reasoning Language Models via Attention-Preserving MLP Trimming

SeoulNatlUniv

Seoul National University

1

Submitted by

jindongwang

Lluna: Collaborative Unimodal Models for Missing-Modality Inference

williammary

The College of William & Mary

Submitted by

techsachin

Looking Complete Is Not Being Grounded: Evaluating LLM Sitreps Against Human-Authored Situation Reports

·
1 authors

Submitted by

Young857

Drive3R: Block-wise Streaming Geometric Foundation Models for Autonomous Driving

Submitted by

Devergo

Cortex: Measurement-Gated Evolution and Pruning of Coding-Agent Skills and Rules

·
1 authors

Submitted by

Afayyazi

The Agent Knew: Internal States Forecast Unauthorized Actions and Stop Them, and the Lies That Follow

USC

University of Southern California