92
Candidates
5
Top Picks
1
Blockbusters
16
Max Score

Editor's Rationale

🎯 今日精选 4 篇 Agent 开发相关论文,涵盖实用架构设计、技能生命周期管理、异步编排和跨框架技能编译。

Top Picks

5 papers
#01 16

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

Shijue Huang, Hangyu Guo, Chenxin Li et al.
cs.CL
Multimodal deep search requires an agent to solve open-world problems by chaining search, tool use, and visual reasoning over evolving textual and visual context. Two bottlenecks limit current systems. First, existing tool-use harnesses treat images returned by search, browsing, …
agenttool usetool-usereasoningworkflowRAG
#02 14

AssayBench: An Assay-Level Virtual Cell Benchmark for LLMs and Agents

Edward De Brouwer, Carl Edwards, Alexander Wu et al.
cs.LG, cs.AI, q-bio.QM
Recent advances in machine learning and large-scale biological data collections have revived the prospect of building a virtual cell, a computational model of cellular behavior that could accelerate biological discovery. One of the most compelling promises of this vision is the a…
agentagenticworkflowfine-tuningevaluationbenchmark
#03 13

Rethinking Agentic Search with Pi-Serini: Is Lexical Retrieval Sufficient?

Tz-Huan Hsu, Jheng-Hong Yang, Jimmy Lin
cs.IR, cs.AI, cs.CL
Does a lexical retriever suffice as large language models (LLMs) become more capable in an agentic loop? This question naturally arises when building deep research systems. We revisit it by pairing BM25 with frontier LLMs that have better reasoning and tool-use abilities. To supp…
agentagentictool-usereasoningPPO
#04 12

WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation

Shuangrui Ding, Xuanlang Dai, Long Xing et al.
cs.CL
Large language and vision-language models increasingly power agents that act on a user's behalf through command-line interface (CLI) harnesses. However, most agent benchmarks still rely on synthetic sandboxes, short-horizon tasks, mock-service APIs, and final-answer checks, leavi…
agentRAGevaluationbenchmarkPPO
#05 11

Engineering Robustness into Personal Agents with the AI Workflow Store

Roxana Geambasu, Mariana Raykova, Pierre Tholoniat et al.
cs.CR, cs.AI
The dominant paradigm for AI agents is an "on-the-fly" loop in which agents synthesize plans and execute actions within seconds or minutes in response to user prompts. We argue that this paradigm short-circuits disciplined software engineering (SE) processes -- iterative design, …
agentagenticworkflowevaluation

All Candidates

92 papers
ScorePaperAuthorsCategory
10 Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning Junhao Shen, Teng Zhang et al. cs.LG, cs.CL
10 FlashEvolve: Accelerating Agent Self-Evolution with Asynchronous Stage Orchestration Zhengding Hu, Mingge Lu et al.
10 Q-RAG: Long Context Multi-step Retrieval via Value-based Embedder Training Artyom Sorokin, Nazar Buzun et al.
8 Clin-JEPA: A Multi-Phase Co-Training Framework for Joint-Embedding Predictive Pretraining on EHR Patient Trajectories Yixuan Yang, Mehak Arora et al. cs.LG, cs.AI, q-bio.QM
8 From Controlled to the Wild: Evaluation of Pentesting Agents for the Real-World Pedro Conde, Henrique Branquinho et al. cs.AI, cs.CR
8 RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards Gaotang Li, Bhavana Dalvi Mishra et al. cs.CL, cs.LG
7 Qwen-Image-2.0 Technical Report 🚀 Bing Zhao, Chenfei Wu et al.
7 DataMaster: Towards Autonomous Data Engineering for Machine Learning Yaxin Du, Xiyuan Yang et al. cs.LG, cs.AI
7 The Last Word Often Wins: A Format Confound in Chain-of-Thought Corruption Studies Gabriel Garcia cs.LG, cs.AI, cs.CL
7 SimWorld Studio: Automatic Environment Generation with Evolving Coding Agent for Embodied Agent Learning Haoqiang Kang, Xiaokang Ye et al.
7 Reinforcing Multimodal Reasoning Against Visual Degradation Rui Liu, Dian Yu et al.
7 Soohak: A Mathematician-Curated Benchmark for Evaluating Research-level Math Capabilities of LLMs Guijin Son, Seungone Kim et al.
6 Shepherd: A Runtime Substrate Empowering Meta-Agents with a Formalized Execution Trace Simon Yu, Derek Chong et al. cs.AI, cs.PL, cs.SE
6 CADBench: A Multimodal Benchmark for AI-Assisted CAD Program Generation Anna C. Doris, Jacob Thomas Sony et al. cs.CV, cs.AI
6 Remember the Decision, Not the Description: A Rate-Distortion Framework for Agent Memory Mingxi Zou, Zhihan Guo et al. cs.AI
6 BenchCAD: A Comprehensive, Industry-Standard Benchmark for Programmatic CAD Haozhe Zhang, Kaichen Liu et al. cs.AI, cs.CV, cs.SE
6 The Generalized Turing Test: A Foundation for Comparing Intelligence Daniel Mitropolsky, Susan S. Hong et al. cs.AI, cs.CL, cs.LG
6 Grounded Satirical Generation with RAG Oona Itkonen, Yuxin Su et al. cs.CL
6 NanoResearch: Co-Evolving Skills, Memory, and Policy for Personalized Research Automation Jinhang Xu, Qiyuan Zhu et al.
6 X-OmniClaw Technical Report: A Unified Mobile Agent for Multimodal Understanding and Interaction Xiaoming Ren, Ru Zhen et al.
6 PACEvolve++: Improving Test-time Learning for Evolutionary Search Agents Minghao Yan, Bo Peng et al.
6 SkCC: Portable and Secure Skill Compilation for Cross-Framework LLM Agents Yipeng Ouyang, Yi Xiao et al.
6 PrefixGuard: From LLM-Agent Traces to Online Failure-Warning Monitors Xinmiao Huang, Jinwei Hu et al.
5 Shields to Guarantee Probabilistic Safety in MDPs Linus Heck, Filip Macák et al. cs.LO, cs.AI
5 V4FinBench: Benchmarking Tabular Foundation Models, LLMs, and Standard Methods on Corporate Bankruptcy Prediction Marcin Kostrzewa, Sebastian Tomczak et al. cs.LG
5 DGPO: Beyond Pairwise Preferences with Directional Consistent Groupwise Optimization Mengyi Deng, Zhiwei Li et al. cs.CL
5 Reasoning Is Not Free: Robust Adaptive Cost-Efficient Routing for LLM-as-a-Judge Wenbo Zhang, Lijinghua Zhang et al. cs.AI, cs.CL, stat.ML
5 CollabVR: Collaborative Video Reasoning with Vision-Language and Video Generation Models Joowon Kim, Seungho Shin et al.
5 MuSS: A Large-Scale Dataset and Cinematic Narrative Benchmark for Multi-Shot Subject-to-Video Generation Haojie Zhang, Di Wu et al.
5 Rebellious Student: Reversing Teacher Signals for Reasoning Exploration with Self-Distilled RLVR Jeonghye Kim, Jiwon Jeon et al.
5 Omni-Persona: Systematic Benchmarking and Improving Omnimodal Personalization Yeongtak Oh, Dongwook Lee et al.
5 MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI Bohan Lyu, Yucheng Yang et al.
5 Rethinking RL for LLM Reasoning: It's Sparse Policy Selection, Not Capability Learning Ömer Faruk Akgül, Rajgopal Kannan et al.
4 Training-Free Cultural Alignment of Large Language Models via Persona Disagreement Huynh Trung Kiet, Dao Sy Duy Minh et al. cs.CL, cs.AI, cs.CY
4 Optimal and Scalable MAPF via Multi-Marginal Optimal Transport and Schrödinger Bridges Usman A. Khan, Joseph W. Durham cs.LG, cs.MA, cs.RO
4 Revisiting Policy Gradients for Restricted Policy Classes: Escaping Myopic Local Optima with $k$-step Policy Gradients Alex DeWeese, Guannan Qu cs.LG, stat.ML
4 Neural at ArchEHR-QA 2026: One Method Fits All: Unified Prompt Optimization for Clinical QA over EHRs Abrar Majeedi, Viswanatha Reddy Gajjala et al. cs.CL, cs.IR
4 RUBEN: Rule-Based Explanations for Retrieval-Augmented LLM Systems Joel Rorseth, Parke Godfrey et al. cs.CL
4 SLIM: Sparse Latent Steering for Interpretable and Property-Directed LLM-Based Molecular Editing Mingxu Zhang, Yuhan Li et al. cs.LG, cs.AI, cs.CE, cs.CL
4 DeltaRubric: Generative Multimodal Reward Modeling via Joint Planning and Verification Rui Liu, Dian Yu et al.
4 Make Each Token Count: Towards Improving Long-Context Performance with KV Cache Eviction Ngoc Bui, Hieu Trung Nguyen et al.
4 BalCapRL: A Balanced Framework for RL-Based MLLM Image Captioning Shaokai Ye, Vasileios Saveris et al.
4 ModelLens: Finding the Best for Your Task from Myriads of Models Rui Cai, Weijie Jacky Mo et al.
4 MatryoshkaLoRA: Learning Accurate Hierarchical Low-Rank Representations for LLM Fine-Tuning Ionut-Vlad Modoranu, Mher Safaryan et al.
3 Unmasking On-Policy Distillation: Where It Helps, Where It Hurts, and Why Mohammadreza Armandpour, Fatih Ilhan et al. cs.LG, cs.AI
3 Equivariant Reinforcement Learning for Clifford Quantum Circuit Synthesis Richie Yeung, Aleks Kissinger et al. quant-ph, cs.LG
3 Masked Generative Transformer Is What You Need for Image Editing Wei Chow, Linfeng Li et al. cs.CV, cs.LG
3 Grounded or Guessing? LVLM Confidence Estimation via Blind-Image Contrastive Ranking Reza Khanmohammadi, Erfan Miahi et al. cs.CL
3 BabelDOC: Better Layout-Preserving PDF Translation via Intermediate Representation Qi Yang, Xiangyao Ma et al. cs.CV, cs.CL
3 WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Keming Wu, Yijing Cui et al.
3 Model Merging Scaling Laws in Large Language Models Yuanyi Wang, Yanggan Gu et al.
3 G-Zero: Self-Play for Open-Ended Generation from Zero Data Chengsong Huang, Haolin Liu et al.
3 From Holo Pockets to Electron Density: GPT-style Drug Design with Density Jiahao Chen, Letian Gao et al.
3 Trajectory as the Teacher: Few-Step Discrete Flow Matching via Energy-Navigated Distillation Amin Karimi Monsefi, Dominic Culver et al.
2 LoKA: Low-precision Kernel Applications for Recommendation Models At Scale Liang Luo, Yinbin Ma et al. cs.LG, cs.AI
2 BEACON: A Multimodal Dataset for Learning Behavioral Fingerprints from Gameplay Data Ishpuneet Singh, Gursmeep Kaur et al. cs.CR, cs.AI, cs.CV, cs.LG, cs.NI
2 Learning More from Less: Exploiting Counterfactuals for Data-Efficient Chart Understanding Jianzhu Bao, Haozhen Zhang et al. cs.CL
2 Injecting Distributional Awareness into MLLMs via Reinforcement Learning for Deep Imbalanced Regression Yao Du, Shanshan Song et al.
2 Dystruct: Dynamically Structured Diffusion Language Model Decoding via Bayesian Inference Bian Sun, Kevin Zhai et al.
2 Pushing Biomolecular Utility-Diversity Frontiers with Supergroup Relative Policy Optimization Xinwu Ye, He Cao et al.
2 Auto-Rubric as Reward: From Implicit Preferences to Explicit Multimodal Generative Criteria Juanxi Tian, Fengyuan Liu et al.
2 RigidFormer: Learning Rigid Dynamics using Transformers Zhiyang Dou, Minghao Guo et al.
2 100,000+ Movie Reviews from Kazakhstan: Russian, Kazakh, and Code-Switched Texts Rustem Yeshpanov
2 Uncovering Entity Identity Confusion in Multimodal Knowledge Editing Shu Wu, Xiaotian Ye et al.
2 DiffRetriever: Parallel Representative Tokens for Retrieval with Diffusion Language Models Shuai Wang, Yin Yu et al.
2 Sparse Autoencoders as Plug-and-Play Firewalls for Adversarial Attack Detection in VLMs Hao Wang, Yiqun Sun et al.
1 ELF: Embedded Language Flows Keya Hu, Linlu Qiu et al. cs.CL, cs.AI, cs.LG
1 Confidence-Guided Diffusion Augmentation for Enhanced Bangla Compound Character Recognition Md. Sultan Al Rayhan, Maheen Islam cs.CV, cs.AI
1 Attractor-Vascular Coupling Theory: Formal Grounding and Empirical Validation for AAMI-Standard Cuffless Blood Pressure Estimation from Smartphone Photoplethysmography Timothy Oladunni, Farouk Ganiyu Adewumi physics.med-ph, cs.AI, cs.LG
1 DECO: Sparse Mixture-of-Experts with Dense-Comparable Performance on End-Side Devices Chenyang Song, Weilin Zhao et al. cs.LG, cs.CL
1 Quantifying Concentration Phenomena of Mean-Field Transformers in the Low-Temperature Regime Albert Alcalde, Leon Bungert et al. math.AP, cs.LG, math.DS
1 Beyond Red-Teaming: Formal Guarantees of LLM Guardrail Classifiers Nikita Kezins, Urbas Ekka et al. cs.LG
1 Compute Where it Counts: Self Optimizing Language Models Yash Akhauri, Mohamed S. Abdelfattah cs.LG, cs.CL
1 Mela: Test-Time Memory Consolidation based on Transformation Hypothesis Lungchuan Chen
1 Sub-JEPA: Subspace Gaussian Regularization for Stable End-to-End World Models Kai Zhao, Dongliang Nie et al.
1 TD3B: Transition-Directed Discrete Diffusion for Allosteric Binder Generation Hanqun Cao, Aastha Pal et al.
1 Geometry Conflict: Explaining and Controlling Forgetting in LLM Continual Post-Training Yuanyi Wang, Yifan Yang et al.
1 Rubric-based On-policy Distillation Junfeng Fang, Zhepei Hong et al.
1 Learning Visual Feature-Based World Models via Residual Latent Action Xinyu Zhang, Zhengtong Xu et al.
1 Delta-Adapter: Scalable Exemplar-Based Image Editing with Single-Pair Supervision Jiacheng Chen, Songze Li et al.
1 Discovering Reinforcement Learning Interfaces with Large Language Models Akshat Singh Jaswal, Ashish Baghel et al.
1 CGM-JEPA: Learning Consistent Continuous Glucose Monitor Representations via Predictive Self-Supervised Pretraining Hada Melino Muhammad, Zechen Li et al.
0 Variational Inference for Lévy Process-Driven SDEs via Neural Tilting Yaman Kindap, Manfred Opper et al. cs.LG, cs.AI, cs.CV, cs.RO, stat.ML
0 Neural Weight Norm = Kolmogorov Complexity Tiberiu Musat cs.LG, cs.IT
0 SEIF: Self-Evolving Reinforcement Learning for Instruction Following Qingyu Ren, Qianyu He et al.
0 Pixal3D: Pixel-Aligned 3D Generation from Images Dong-Yang Li, Wang Zhao et al.
0 What if AI systems weren't chatbots? Sourojit Ghosh, Pranav Narayanan Venkit et al.