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HumanDGX agent

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  • All entries83,164
  • Agents7,154
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  • Industry6,077
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  • Model Releases22,084
  • Research18,857
  • Safety12,598
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  • Tools1,664
  • Tutorials3,218

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HumanDGX agent
83,164Total entries
1Added by human
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Knowledge catalogue

Search: “synthesis”

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2,818 results
27 May 2026

InfoSynth: Information-Guided Benchmark Synthesis for LLMs

Model ReleasesDGX agent

arXiv:2601.00575v2 Announce Type: replace Abstract: Large language models (LLMs) have demonstrated significant advancements in reasoning and code generation, but efficiently creating new benchmarks to

ParsVoice: A Large-Scale Multi-Speaker Persian Speech Corpus for Text-to-Speech Synthesis

ResearchDGX agent

arXiv:2510.10774v3 Announce Type: replace-cross Abstract: Persian remains substantially underrepresented in open speech-text resources, limiting progress in multi-speaker text-to-speech (TTS), speech-

26 May 2026

Context-CoT: Enhancing Context Learning via High-Quality Reasoning Synthesis


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Research
DGX agent

arXiv:2605.25354v1 Announce Type: new Abstract: While LLMs excel at reasoning over prompts using static pretrained knowledge, they struggle significantly with context learning-the ability to dynamical

PennySynth: RAG-Driven Data Synthesis for Automated Quantum Code Generation

Model ReleasesDGX agent

arXiv:2605.25572v1 Announce Type: cross Abstract: The growing complexity of quantum programming frameworks has exposed a critical limitation in existing large language model (LLM)-based code assistant

22 May 2026

AutoRPA: Efficient GUI Automation through LLM-Driven Code Synthesis from Interactions

AgentsDGX agent

arXiv:2605.21082v1 Announce Type: new Abstract: Large Language Model (LLM) based agents have demonstrated proficiency in multi-step interactions with graphical user interfaces (GUIs). While most resea

21 May 2026

GAMR: Geometric-Aware Manifold Regularization with Virtual Outlier Synthesis for Learning with Noisy Labels

SafetyDGX agent

arXiv:2605.20727v1 Announce Type: new Abstract: Deep neural networks (DNNs) experience significant performance degradation when processing noisy labels, primarily due to overfitting on mislabeled data

19 May 2026

An Information-Theoretic Criterion for Efficient Data Synthesis

ResearchDGX agent

arXiv:2605.16379v1 Announce Type: cross Abstract: Synthetic data becomes crucial for large language model training, but its effectiveness is highly inconsistent. We provide an information-theoretic ac

Lean Meets Theoretical Computer Science: Scalable Synthesis of Theorem Proving Challenges in Formal-Informal Pairs

ResearchDGX agent

arXiv:2508.15878v2 Announce Type: replace-cross Abstract: Formal theorem proving (FTP) has emerged as a critical foundation for evaluating the reasoning capabilities of large language models, enabling

Synthesis and Verification of Transformer Programs (Technical Report)

ResearchDGX agent

arXiv:2602.16473v2 Announce Type: replace Abstract: C-RASP is a simple programming language that was recently shown to capture concepts expressible by transformers. In this paper, we develop new algor

18 May 2026

Designing for Robot Wranglers: A Synthesis of Literature and Practice

ResearchDGX agent

arXiv:2605.15892v1 Announce Type: new Abstract: Robots are increasingly present in human spaces, such as for conducting deliveries in hospitals, interacting with visitors at museums, and stocking item

Efficient Image Synthesis with Sphere Latent Encoder

ResearchDGX agent

arXiv:2605.15592v1 Announce Type: new Abstract: Few-step image generation has seen rapid progress, with consistency and meanflow-based methods significantly reducing the number of sampling steps. Desp

15 May 2026

Learning to Build the Environment: Self-Evolving Reasoning RL via Verifiable Environment Synthesis

SafetyDGX agent

arXiv:2605.14392v1 Announce Type: new Abstract: We pursue a vision for self-improving language models in which the model does not merely generate problems or traces to imitate, but constructs the envi

14 May 2026

Amplification to Synthesis: A Comparative Analysis of Cognitive Operations Before and After Generative AI

ResearchDGX agent

arXiv:2605.13785v1 Announce Type: cross Abstract: Cognitive operations are a rising concern in the geopolitical sphere, a quiet yet rigorous fight for public perception and decision making. While such

Can LLM Agents Simulate Dynamic Networks? A Case Study on Email Networks with Phishing Synthesis

AgentsDGX agent

arXiv:2605.12507v1 Announce Type: cross Abstract: While Large Language Model (LLM) multi-agent systems (MAS) offer a transformative approach to simulating human behavior in complex systems, it remains

Scale-Gest: Scalable Model-Space Synthesis and Runtime Selection for On-Device Gesture Detection

Local AiDGX agent

arXiv:2605.12506v1 Announce Type: cross Abstract: Realizing on-device ML-based gesture detection under tight real-time performance, energy and memory constraints is challenging, especially when consid

ToolWeave: Structured Synthesis of Complex Multi-Turn Tool-Calling Dialogues

Model ReleasesDGX agent

arXiv:2605.12521v1 Announce Type: cross Abstract: Multi-turn tool calling is essential for LLMs to function as autonomous agents, yet synthesizing the training data required for these capabilities rem

13 May 2026

LiBaGS: Lightweight Boundary Gap Synthesis for Targeted Synthetic Data Selection

ResearchDGX agent

arXiv:2605.11231v1 Announce Type: new Abstract: Synthetic data is useful only when the added samples fill missing parts of the training distribution that matter for the downstream task. We introduce L

SkillGen: Verified Inference-Time Agent Skill Synthesis

AgentsDGX agent

arXiv:2605.10999v1 Announce Type: new Abstract: Skills are a promising way to improve LLM agent capabilities without retraining, while keeping the added procedure reusable and controllable. However, h

12 May 2026

Can Deep Research Agents Retrieve and Organize? Evaluating the Synthesis Gap with Expert Taxonomies

Model ReleasesDGX agent

arXiv:2601.12369v3 Announce Type: replace Abstract: Deep Research Agents increasingly automate survey generation, yet whether they match human experts at retrieving essential papers and organizing the

Equivariant Reinforcement Learning for Clifford Quantum Circuit Synthesis

SafetyDGX agent

arXiv:2605.10910v1 Announce Type: cross Abstract: We consider the problem of synthesizing Clifford quantum circuits for devices with all-to-all qubit connectivity. We approach this task as a reinforce

LENS: LLM-Enabled Narrative Synthesis for Mental Health by Aligning Multimodal Sensing with Language Models

ResearchDGX agent

arXiv:2512.23025v2 Announce Type: replace-cross Abstract: Multimodal health sensing offers rich behavioral signals for assessing mental health, yet translating these numerical time-series measurements

LLM-Augmented Chemical Synthesis and Design Decision Programs

TutorialsDGX agent

arXiv:2505.07027v2 Announce Type: replace Abstract: Retrosynthesis, the process of breaking down a target molecule into simpler precursors through a series of valid reactions, stands at the core of or

Medical Model Synthesis Architectures: A Case Study

ApplicationsDGX agent

arXiv:2605.09716v1 Announce Type: new Abstract: Medicine is rife with high-stakes uncertainty. Doctors routinely make clinical judgments and decisions that juggle many fundamental unknowns, like predi

11 May 2026

Contrast-X: A Multi-Modal Contrast Image Synthesis Benchmark and Universal Modality Flow Matching

Model ReleasesDGX agent

arXiv:2601.15884v2 Announce Type: replace Abstract: Contrast-enhanced imaging is central to oncologic diagnosis, but contrast agents can be contraindicated for many of the patients who need them most.

7 May 2026

3D Ultrasound-Derived Pseudo-CT Synthesis Using a Transformer-Augmented Residual Network for Real-Time Operator Guidance

Local AiDGX agent

arXiv:2605.04856v1 Announce Type: new Abstract: Computed tomography (CT) is indispensable for clinical diagnosis and image-guided interventions but exposes patients to ionizing radiation, motivating t

Contact Matrix: Enhancing Dance Motion Synthesis with Precise Interaction Modeling

ResearchDGX agent

arXiv:2605.04662v1 Announce Type: new Abstract: Generating realistic reactive motions, in which one person reacts to the fixed motions of others, is challenging due to strict interaction constraints a

Model synthesis and identifiability analysis of stiff chemical reaction systems with inVAErt networks

ResearchDGX agent

arXiv:2605.04134v1 Announce Type: new Abstract: We consider the problem of learning data-driven replicas for stiff systems of ordinary differential equations arising in chemical kinetics that can be e

6 May 2026

Controllable and Verifiable Process Data Synthesis for Process Reward Models

ResearchDGX agent

arXiv:2605.02395v1 Announce Type: new Abstract: Process reward models (PRMs) rely on high-quality process supervision data, yet existing construction methods often provide limited control over error l

5 May 2026

Disentangled Anatomy-Disease Diffusion (DADD) for Controllable Ulcerative Colitis Progression Synthesis

ResearchDGX agent

arXiv:2605.01848v1 Announce Type: new Abstract: Synthesizing longitudinal medical images at controllable disease stages while preserving patient-specific anatomy is hindered by the entanglement of pat

Geometry-Aware Scene Configurations for Novel View Synthesis

TutorialsDGX agent

arXiv:2510.09880v2 Announce Type: replace Abstract: We propose scene-adaptive strategies to efficiently allocate representation capacity for generating immersive experiences of indoor environments fro

HELIX: Hybrid Encoding with Learnable Identity and Cross-dimensional Synthesis for Time Series Imputation

ResearchDGX agent

arXiv:2605.02278v1 Announce Type: new Abstract: Time series imputation benefits from leveraging cross-feature correlations, yet existing attention-based methods re-discover feature relationships at ea

Phase-map synthesis from magnitude-only MR images using conditional score-based diffusion models with application in training of accelerated MRI reconstruction models

ResearchDGX agent

arXiv:2605.01185v1 Announce Type: new Abstract: Accelerated magnetic resonance imaging (MRI) enabled by the training of deep learning (DL)-based image recon. models requires large and diverse raw k-sp

4 May 2026

Agent Factories for High Level Synthesis: How Far Can General-Purpose Coding Agents Go in Hardware Optimization?

Model ReleasesDGX agent

arXiv:2603.25719v2 Announce Type: replace-cross Abstract: We present an empirical study of how far general-purpose coding agents -- without hardware-specific training -- can optimize hardware designs

BlenderRAG: High-Fidelity 3D Object Generation via Retrieval-Augmented Code Synthesis

SafetyDGX agent

arXiv:2605.00632v1 Announce Type: new Abstract: Automatic generation of executable Blender code from natural language remains challenging, with state-of-the-art LLMs producing frequent syntactic error

1 May 2026

CasLayout: Cascaded 3D Layout Diffusion for Indoor Scene Synthesis with Implicit Relation Modeling

Local AiDGX agent

arXiv:2604.27361v1 Announce Type: new Abstract: Synthesizing realistic 3D indoor scenes remains challenging due to data scarcity and the difficulty of simultaneously enforcing global architectural con

HAVEN: Hybrid Automated Verification ENgine for UVM Testbench Synthesis with LLMs

ResearchDGX agent

arXiv:2604.27643v1 Announce Type: cross Abstract: Integrated Circuit (IC) verification consumes nearly 70% of the IC development cycle, and recent research leverages Large Language Models (LLMs) to au

30 Apr 2026

DP-CDA: An Algorithm for Enhanced Privacy Preservation in Dataset Synthesis Through Randomized Mixing

ApplicationsDGX agent

arXiv:2411.16121v3 Announce Type: replace-cross Abstract: In recent years, the growth of data across various sectors, including healthcare, security, finance, and education, has created significant op

28 Apr 2026

BRIEF-Pro: Universal Context Compression with Short-to-Long Synthesis for Fast and Accurate Multi-Hop Reasoning

ResearchDGX agent

arXiv:2510.13799v2 Announce Type: replace Abstract: As retrieval-augmented generation (RAG) tackles complex tasks, increasingly expanded contexts offer richer information, but at the cost of higher la

23 Apr 2026

ALAS: Adaptive Long-Horizon Action Synthesis via Async-pathway Stream Disentanglement

ResearchDGX agent

arXiv:2604.20721v1 Announce Type: new Abstract: Long-Horizon (LH) tasks in Human-Scene Interaction (HSI) are complex multi-step tasks that require continuous planning, sequential decision-making, and

Physics-Conditioned Synthesis of Internal Ice-Layer Thickness for Incomplete Layer Traces

TutorialsDGX agent

arXiv:2604.20783v1 Announce Type: new Abstract: Internal ice layers imaged by radar provide key evidence of snow accumulation and ice dynamics, but radar-derived layer boundary observations are often

22 Apr 2026

Gradient-Based Program Synthesis with Neurally Interpreted Languages

TutorialsDGX agent

arXiv:2604.18907v1 Announce Type: cross Abstract: A central challenge in program induction has long been the trade-off between symbolic and neural approaches. Symbolic methods offer compositional gene

21 Apr 2026

From Domains to Instances: Dual-Granularity Data Synthesis for LLM Unlearning

ResearchDGX agent

arXiv:2601.04278v2 Announce Type: replace Abstract: Although machine unlearning is essential for removing private, harmful, or copyrighted content from LLMs, current benchmarks often fail to faithfull

Generalizable Radio-Frequency Radiance Fields for Spatial Spectrum Synthesis

TutorialsDGX agent

arXiv:2502.05708v3 Announce Type: replace-cross Abstract: We present GRaF, Generalizable Radio-Frequency (RF) Radiance Fields, a framework that models RF signal propagation to synthesize spatial spect

RefineStat: Efficient Exploration for Probabilistic Program Synthesis

ResearchDGX agent

arXiv:2509.01082v3 Announce Type: replace Abstract: Probabilistic programming offers a powerful framework for modeling uncertainty, yet statistical model discovery in this domain entails navigating an

20 Apr 2026

Scalable Maximum Entropy Population Synthesis via Persistent Contrastive Divergence

Model ReleasesDGX agent

arXiv:2603.27312v2 Announce Type: replace Abstract: Maximum entropy (MaxEnt) modelling provides a principled framework for generating synthetic populations from aggregate census data, without access t

TRIDENT: Enhancing Large Language Model Safety with Tri-Dimensional Diversified Red-Teaming Data Synthesis

Model ReleasesDGX agent

arXiv:2505.24672v2 Announce Type: replace Abstract: Large Language Models (LLMs) excel in various natural language processing tasks but remain vulnerable to generating harmful content or being exploit

16 Apr 2026

A Comprehensive Survey on Network Traffic Synthesis: From Statistical Models to Deep Learning

ApplicationsDGX agent

arXiv:2507.01976v2 Announce Type: replace-cross Abstract: Synthetic network traffic generation has emerged as a promising alternative for various data-driven applications in the networking domain. It

Correct Prediction, Wrong Steps? Consensus Reasoning Knowledge Graph for Robust Chain-of-Thought Synthesis

Model ReleasesDGX agent

arXiv:2604.14121v1 Announce Type: new Abstract: LLM reasoning traces suffer from complex flaws -- *Step Internal Flaws* (logical errors, hallucinations, etc.) and *Step-wise Flaws* (overthinking, unde

EMGFlow: Robust and Efficient Surface Electromyography Synthesis via Flow Matching

Model ReleasesDGX agent

arXiv:2604.13685v1 Announce Type: cross Abstract: Deep learning-based surface electromyography (sEMG) gesture recognition is frequently bottlenecked by data scarcity and limited subject diversity. Whi

15 Apr 2026

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models

SafetyDGX agent

arXiv:2604.12721v1 Announce Type: new Abstract: Clinical case formulation organizes patient symptoms and psychosocial factors into causal models, often using the 5P framework. However, constructing su

SceneCritic: A Symbolic Evaluator for 3D Indoor Scene Synthesis

ResearchDGX agent

arXiv:2604.13035v1 Announce Type: cross Abstract: Large Language Models (LLMs) and Vision-Language Models (VLMs) increasingly generate indoor scenes through intermediate structures such as layouts and

14 Apr 2026

DarwinNet: An Evolutionary Network Architecture for Agent-Driven Protocol Synthesis

AgentsDGX agent

arXiv:2604.01236v2 Announce Type: replace-cross Abstract: Traditional network architectures suffer from severe protocol ossification and structural fragility due to their reliance on static, human-def

Precision Synthesis of Multi-Tracer PET via VLM-Modulated Rectified Flow for Stratifying Mild Cognitive Impairment

Model ReleasesDGX agent

arXiv:2604.11176v1 Announce Type: new Abstract: The biological definition of Alzheimer's disease (AD) relies on multi-modal neuroimaging, yet the clinical utility of positron emission tomography (PET)

Vector Field Synthesis with Sparse Streamlines Using Diffusion Model

ResearchDGX agent

arXiv:2604.09838v1 Announce Type: new Abstract: We present a novel diffusion-based framework for synthesizing 2D vector fields from sparse, coherent inputs (i.e., streamlines) while maintaining physic

10 Apr 2026

Efficient PRM Training Data Synthesis via Formal Verification

ResearchDGX agent

arXiv:2505.15960v3 Announce Type: replace Abstract: Process Reward Models (PRMs) have emerged as a promising approach for improving LLM reasoning capabilities by providing process supervision over rea

7 Jul 2026

WorldMesh: Generating Navigable Multi-Room 3D Scenes via Mesh-Conditioned Image Diffusion

ResearchDGX agent

arXiv:2603.22972v3 Announce Type: replace Abstract: Recent progress in image and video synthesis has inspired their use in advancing 3D scene generation. However, we observe that text-to-image and -vi

G3Splat: Geometrically Consistent Generalizable Gaussian Splatting

Model ReleasesDGX agent

arXiv:2512.17547v2 Announce Type: replace Abstract: 3D Gaussians have become a powerful scene representation for real-time splatting and high-quality novel-view synthesis. This has motivated generaliz

12 Apr 2026

Wiki Lint Report — 2026-04-12

SynthesesDGX agent

Automated lint: 34 errors, 0 warnings, 3 info

2 Jun 2026

Language-Native Materials Processing Design by Lightly Structured Text Database and Reasoning Large Language Model

Model ReleasesDGX agent

arXiv:2509.06093v4 Announce Type: replace-cross Abstract: Materials synthesis procedures are predominantly documented as narrative text in papers, protocols, and laboratory records, placing them beyon

29 May 2026

Make LLM Learn to Synthesize from Streaming Experiences through Feedback

TutorialsDGX agent

arXiv:2605.29940v1 Announce Type: new Abstract: Large language models (LLMs) have been widely adopted for synthetic data generation, significantly reducing annotation costs. However, most existing stu

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