Awesome systems

Unified Thinker: A General Reasoning Modular Core for Image Generation (2026)

Sashuai Zhou et al.

1.94

Why LLMs Aren't Scientists Yet: Lessons from Four Autonomous Research Attempts (2026)

Dhruv Trehan et al.

1.94

Influence Guided Sampling for Domain Adaptation of Text Retrievers (2026)

Meet Doshi et al.

1.94

Rethinking Generative Recommender Tokenizer: Recsys-Native Encoding and Semantic Quantization Beyond LLMs (2026)

Yu Liang et al.

1.94

A-RAG: Scaling Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces (2026)

Mingxuan Du et al.

1.94

Qualixar OS: A Universal Operating System for AI Agent Orchestration (2026)

Varun Pratap Bhardwaj

1.94

Dual-View Training for Instruction-Following Information Retrieval (2026)

Qingcheng Zeng et al.

1.94

Memanto: Typed Semantic Memory with Information-Theoretic Retrieval for Long-Horizon Agents (2026)

Seyed Moein Abtahi et al.

1.94

From Skill Text to Skill Structure: The Scheduling-Structural-Logical Representation for Agent Skills (2026)

Qiliang Liang et al.

1.94

Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction (2026)

Zhuofeng Li et al.

1.94

MiA-Signature: Approximating Global Activation for Long-Context Understanding (2026)

Yuqing Li et al.

1.94

Agent-ValueBench: A Comprehensive Benchmark for Evaluating Agent Values (2026)

Haonan Dong et al.

1.94

Missing Old Logits in Asynchronous Agentic RL: Semantic Mismatch and Repair Methods for Off-Policy Correction (2026)

Zhong Guan et al.

1.94

MetaAgent-X : Breaking the Ceiling of Automatic Multi-Agent Systems via End-to-End Reinforcement Learning (2026)

Yaolun Zhang et al.

1.94

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems (2026)

Shihao Qi et al.

1.94

Code as Agent Harness (2026)

Xuying Ning et al.

1.94

ClinSeekAgent: Automating Multimodal Evidence Seeking for Agentic Clinical Reasoning (2026)

Juncheng Wu et al.

1.94

WorldMemArena: Evaluating Multimodal Agent Memory Through Action-World Interaction (2026)

Chengzhi Liu et al.

1.94

ForeSci: Evaluating LLM Agents for Forward-Looking AI Research Judgment (2026)

Qiuyu Tian et al.

1.94

Adaptive Auto-Harness: Sustained Self-Improvement for Agentic System Deployment on Open-Ended Task Streams (2026)

Zewen Liu et al.

1.94

Beyond Alignment: Value Diversity as a Collective Property in Multicultural Agent Systems (2026)

Shaoyang Xu et al.

1.94

Benchmark Everything Everywhere All at Once (2026)

Shiyun Xiong et al.

1.94

TRIAGE: Dialectical Reasoning for Explainable Risk Prediction on Irregularly Sampled Medical Time Series with LLMs (2026)

Hyeongwon Jang et al.

1.94

τ-Rec: A Verifiable Benchmark for Agentic Recommender Systems (2026)

Bharath Sivaram Narasimhan et al.

1.94

Deep Research in Physical Sciences: A Multi-Agent Framework and Comprehensive Benchmark (2026)

Yigeng Jiang et al.

1.94

Constraint Tax in Open-Weight LLMs: An Empirical Study of Tool Calling Suppression Under Structured Output Constraints (2026)

Fangzheng Li et al.

1.94

ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration (2026)

Ruofeng Yang et al.

1.89

TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems (2026)

Chen Xu et al.

1.89

DriveDreamer-Policy: A Geometry-Grounded World-Action Model for Unified Generation and Planning (2026)

Yang Zhou et al.

1.83

Heterogeneous Scientific Foundation Model Collaboration (2026)

Zihao Li et al.

1.83

Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models (2026)

Yu Zeng et al.

1.72

AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation (2026)

Siyu Wang et al.

1.72

YINYANG-ALIGN: Benchmarking Contradictory Objectives and Proposing Multi-Objective Optimization based DPO for Text-to-Image Alignment (2025)

Amitava Das et al.

1.28

Rethinking Diverse Human Preference Learning through Principal Component Analysis (2025)

Feng Luo et al.

1.28

SwiLTra-Bench: The Swiss Legal Translation Benchmark (2025)

Joel Niklaus et al.

1.28

Distillation and Refinement of Reasoning in Small Language Models for Document Re-ranking (2025)

Chris Samarinas et al.

1.28

BookWorld: From Novels to Interactive Agent Societies for Creative Story Generation (2025)

Yiting Ran et al.

1.28

LawFlow : Collecting and Simulating Lawyers' Thought Processes (2025)

Debarati Das et al.

1.28

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems (2025)

Shaokun Zhang et al.

1.28

WavReward: Spoken Dialogue Models With Generalist Reward Evaluators (2025)

Shengpeng Ji et al.

1.28

MMPerspective: Do MLLMs Understand Perspective? A Comprehensive Benchmark for Perspective Perception, Reasoning, and Robustness (2025)

Yunlong Tang et al.

1.28

Cascading Adversarial Bias from Injection to Distillation in Language Models (2025)

Harsh Chaudhari et al.

1.28

WHEN TO ACT, WHEN TO WAIT: Modeling Structural Trajectories for Intent Triggerability in Task-Oriented Dialogue (2025)

Yaoyao Qian et al.

1.28

TRiSM for Agentic AI: A Review of Trust, Risk, and Security Management in LLM-based Agentic Multi-Agent Systems (2025)

Shaina Raza et al.

1.28

GitChameleon: Evaluating AI Code Generation Against Python Library Version Incompatibilities (2025)

Diganta Misra et al.

1.28

A Survey of Self-Evolving Agents: On Path to Artificial Super Intelligence (2025)

Huan-ang Gao et al.

1.28

Efficient Agents: Building Effective Agents While Reducing Cost (2025)

Ningning Wang et al.

1.28

Data and AI governance: Promoting equity, ethics, and fairness in large language models (2025)

Alok Abhishek et al.

1.28

AWorld: Dynamic Multi-Agent System with Stable Maneuvering for Robust GAIA Problem Solving (2025)

Zhitian Xie et al.

1.28

Scaling Agents via Continual Pre-training (2025)

Liangcai Su et al.

1.28

DRISHTIKON: A Multimodal Multilingual Benchmark for Testing Language Models' Understanding on Indian Culture (2025)

Arijit Maji et al.

1.28

VoiceAssistant-Eval: Benchmarking AI Assistants across Listening, Speaking, and Viewing (2025)

Ke Wang et al.

1.28

RefusalBench: Generative Evaluation of Selective Refusal in Grounded Language Models (2025)

Aashiq Muhamed et al.

1.28

GraphTracer: Graph-Guided Failure Tracing in LLM Agents for Robust Multi-Turn Deep Search (2025)

Heng Zhang et al.

1.28

Static Sandboxes Are Inadequate: Modeling Societal Complexity Requires Open-Ended Co-Evolution in LLM-Based Multi-Agent Simulations (2025)

Jinkun Chen et al.

1.28

MADD: Multi-Agent Drug Discovery Orchestra (2025)

Gleb V. Solovev et al.

1.28

Multi-Crit: Benchmarking Multimodal Judges on Pluralistic Criteria-Following (2025)

Tianyi Xiong et al.

1.28

ARM-Thinker: Reinforcing Multimodal Generative Reward Models with Agentic Tool Use and Visual Reasoning (2025)

Shengyuan Ding et al.

1.28

Towards a Science of Scaling Agent Systems (2025)

Yubin Kim et al.

1.28

Hiformer: Heterogeneous Feature Interactions Learning with Transformers for Recommender Systems (2023)

Huan Gui et al.

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Awesome systems

Datasets & benchmarks

Key papers

systems

Awesome systems

Datasets & benchmarks

Key papers