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HumanDGX agent

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  • All entries127,612
  • Agents10,692
  • Applications7,180
  • Companies3
  • Concepts7
  • Hardware2,792
  • Industry6,822
  • Local Ai7,047
  • Model Releases36,870
  • Research29,819
  • Safety19,752
  • Syntheses31
  • Tools1,780
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127,612Total entries
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Knowledge catalogue

Search: “routing”

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6,154 results
17 Sept 2026

ForwardDLO: Model-Based Bimanual Shape Matching of Unconstrained Deformable Linear Objects

ApplicationsDGX agent

arXiv:2609.18455v1 Announce Type: new Abstract: Ropes, cables, and other deformable linear objects appear in tasks from untangling to cable routing and suturing, yet controlling their shape remains a

VCTP: Vehicle-Conditioned Terrain Planning for Off-Road Navigation

ResearchDGX agent

arXiv:2609.17834v1 Announce Type: new Abstract: A vehicle's heading affects both the surfaces beneath its tires and its pitch and roll. We present Vehicle-Conditioned Terrain Planning (VCTP), which re

16 Sept 2026

Right Direction, Wrong Step: Geometric Analysis of Finite-Step Failure in Looped Transformers

Human
DGX agent

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DGX agent

arXiv:2609.16665v1 Announce Type: cross Abstract: Looped Transformers offer a parameter-efficient route to test-time scaling by reusing shared layers for iterative latent reasoning. However, additiona

RiskChainBench: A Benchmark for Obfuscated Platform Message Restoration and Evidence-Grounded Web Investigation

Model ReleasesDGX agent

arXiv:2609.16900v1 Announce Type: new Abstract: Platform abuse campaigns conceal redirection instructions with emojis, homophones, character decomposition, and redundant symbols, then route users thro

Z-Loss Backward Geometry in Dense Output Heads and Sparse Routers

Model ReleasesDGX agent

arXiv:2609.16179v1 Announce Type: cross Abstract: Z-loss has been widely applied to the logits of language-model output heads and sparse mixture-of-experts routers. Z-loss constrains the softmax log-n

15 Sept 2026

Convergence rates for generative drifting flows: fixed-scale obstructions and multihead acceleration

ResearchDGX agent

arXiv:2609.15193v1 Announce Type: new Abstract: Drifting models offer a promising route to faster generative AI: they perform gradual transport during training, while generating new samples in a singl

14 Sept 2026

Large Distant Gradients Need Not Be Reliable: reliability-weighted credit assignment for long-horizon autoregressive forecasting

Model ReleasesDGX agent

arXiv:2609.12890v1 Announce Type: new Abstract: In autoregressive forecasting, long prediction rollouts provide distant supervision, but backpropagation through time (BPTT) carries gradients from thos

Residual Vector-based Reconstruction as Long-Context Recall Regardless of Context Window Size

Model ReleasesDGX agent

arXiv:2609.12686v1 Announce Type: cross Abstract: Large language models (LLMs) process long contexts, including long documents and lengthy conversations, but face token-level memory usage that increas

12 Sept 2026

Decoupling Readiness from Release for Tail-Aware Scheduling of Agentic LLM Workflows

Model ReleasesDGX agent

arXiv:2609.10964v1 Announce Type: new Abstract: Agentic LLM workflows consist of sequences of model turns interleaved with tool interactions, so their end-to-end completion time depends not only on in

11 Sept 2026

FlexComp: One Model for Every Ratio in Context Compression

ResearchDGX agent

arXiv:2609.11192v1 Announce Type: new Abstract: Soft context compression condenses a context into a few memory tokens that a frozen LLM consumes in place of the raw text, but existing compressors fix

9 Sept 2026

Concentrate After Imagination: Text-Conditioned Evidence Grounding for Partially Relevant Video Retrieval

ResearchDGX agent

arXiv:2609.08999v1 Announce Type: new Abstract: Partially Relevant Video Retrieval (PRVR) retrieves untrimmed videos when queries describe only short moments. Although recent methods improve local rep

Online Learning with LLM Experts from Limited Feedback

TutorialsDGX agent

arXiv:2609.05820v1 Announce Type: new Abstract: We study adaptive routing of prompts to large language model (LLM) experts to maximize response quality in an online setting with limited feedback. We f

8 Sept 2026

GTIG AI Threat Tracker: From Prompting to Autonomy – The Evolution of Adversarial AI

Model ReleasesDGX agent

Executive Summary Since the release of our May 2026 report detailing adversarial misuse of artificial intelligence (AI), Google Threat Intelligence Group (GTIG) has observed forward leaning adversarie

7 Sept 2026

When Load-Balancing Goes Too Far: Expert Pruning in Over-Dispersed Mixture-of-Experts Models

Model ReleasesDGX agent

arXiv:2609.04453v1 Announce Type: cross Abstract: Expert pruning reduces the memory and serving cost of Mixture-of-Experts (MoE) models by removing low-importance experts identified by the router, ass

4 Sept 2026

Towards Scaling Reinforcement Learning to Massive Populations: Learning Mean-Field Representations

Model ReleasesDGX agent

arXiv:2609.02928v1 Announce Type: cross Abstract: Modern multi-agent systems are increasingly deployed at scale over large populations of agents in settings such as ad-auctions, traffic routing, and r

3 Sept 2026

Graph Machine: Towards Better Pretraining via Edges

ResearchDGX agent

arXiv:2609.02881v1 Announce Type: new Abstract: We introduce the Graph Machine (GM), an architecture that maintains an O(n)-sized state and accesses it through sparse, dynamic routing. Unlike methods

SEAL: Reinforcing Global Safety in Mixture-of-Experts through Shared Expert ALignment

Model ReleasesDGX agent

arXiv:2609.02293v1 Announce Type: cross Abstract: Mixture-of-Experts (MoE) is a scaling architecture for large language models that activates only a small subset of expert modules per token, enabling

2 Sept 2026

Safin-1: Safety from Within through Memory-Native State Evolution

SafetyDGX agent

arXiv:2609.00092v1 Announce Type: new Abstract: Long-horizon complex tasks require foundation models to accumulate information, maintain internal states, and adapt over extended interactions. Safety s

Topological Steering

Local AiDGX agent

arXiv:2609.00597v1 Announce Type: new Abstract: With the rapid rise of large language models (LLMs), controlling undesirable model behaviors has become increasingly important. Existing behavioral cont

1 Sept 2026

HANIA: Planner-Guided Multimodal Graph Evidence Selection for Grounded Question Answering

ResearchDGX agent

arXiv:2608.29088v1 Announce Type: new Abstract: Multimodal question answering remains sensitive to noisy, incomplete, and weakly grounded evidence. Long unstructured contexts can introduce redundancy

ProgRouter: Online Progress-Guided Orchestration for Multi-Agent LLM Workflows under Quality-Cost Tradeoffs

AgentsDGX agent

arXiv:2608.25992v2 Announce Type: replace Abstract: Multi-agent large language model (LLM) workflows have emerged as a powerful paradigm for solving complex, open-ended tasks through collaborative rea

31 Aug 2026

Conditional Diffusion Models for Energy-Efficient Driving

ApplicationsDGX agent

arXiv:2608.28142v1 Announce Type: new Abstract: Electrification of commercial delivery fleets is shifting fleet routing from distance- and time-based optimization toward energy-aware decision-making.

Layered LLM Defenses as an Ensemble: Access Tiers, Inference Cost, and the Measured Failure Correlation Between Defense Layers

ResearchDGX agent

arXiv:2608.28327v1 Announce Type: cross Abstract: Practitioners defend large language models (LLMs) by stacking defenses, assuming the layers compound. A stack is an ensemble, and ensembles compound o

28 Aug 2026

A Survey of LLM Prompt Datasets: Taxonomy, Linguistic Patterns, and Practical Uses

HardwareDGX agent

arXiv:2510.09316v3 Announce Type: replace-cross Abstract: We compile 129 public LLM prompt datasets with more than 1.22TB and more than 673M instances and organize them into a unified taxonomy. We use

Cascaded Batch Prompting

ResearchDGX agent

arXiv:2608.27038v1 Announce Type: new Abstract: Although batch prompting makes large language model inference more efficient by processing multiple instances simultaneously, it suffers from unpredicta

25 Aug 2026

CD-LoRA: Consistency-Driven Low-Rank Adaptation for Multi-Task Fine-Tuning

SafetyDGX agent

arXiv:2608.21909v1 Announce Type: new Abstract: While Multi-Task Learning (MTL) is essential for adapting Large Language Models (LLMs) to diverse domains, prevailing LoRA-based methods rely on complex

Fairness-Aware Mixture-of-Experts via Subgroup Reweighting and Gate Regularization

SafetyDGX agent

arXiv:2608.22820v1 Announce Type: cross Abstract: Deep learning models often produce performance disparities across demographic groups, due to the training data imbalance with respect to sensitive att

24 Aug 2026

PSK at WMT 2026 MIST: Task-Specialized QLoRA Adapters for Multilingual Summarization and Question Answering

Model ReleasesDGX agent

arXiv:2608.20757v1 Announce Type: cross Abstract: We describe the PSK submission to the WMT 2026 Multilingual Instruction Shared Task. Our system uses the 3.35B-parameter Tiny Aya Global model with th

When Generated Images Look Right and Retrieve Wrong: Coverage-Guided Cross-Scale Re-Indexing for Knowledge-Faithful Generative Perception

Model ReleasesDGX agent

arXiv:2608.20810v1 Announce Type: cross Abstract: Multimodal information systems increasingly route generated visual content back through the same vision-language index that informed its production, s

21 Aug 2026

I used Codex to make Seedance 2.5 arrive at the Disaster Girl frame

IndustryDGX agent

ChatGPT is usually treated as a prompt box. Ask for a cinematic shot, add a few camera words, copy the result into a video model, and hope the ending survives. My problem was that the ending usually d

19 Aug 2026

Teach and Grow: An Agent-Centered Architecture for General Robot Learning

SafetyDGX agent

arXiv:2608.17209v1 Announce Type: cross Abstract: End-to-end vision-language-action (VLA) and world-action models offer an elegant route to general-purpose robotics, but their reliability is bounded b

18 Aug 2026

Building cost-effective, high-throughput gen AI workflows in Google Dataflow

Model ReleasesDGX agent

Real-time streaming pipelines are the operational backbone of modern enterprises, continuously processing everything from customer support interactions to transaction logs. Traditionally, streaming DA

Drive, Pack, Fly: The Travelling Thief Problem with Drone

Model ReleasesDGX agent

arXiv:2608.16435v1 Announce Type: new Abstract: In collection operations, accumulating payload progressively slows the vehicle, imposing a cumulative penalty on routing efficiency. An onboard drone ca

MoE Router-Guided Clustering for Heterogeneous Federated Instruction Tuning

Model ReleasesDGX agent

arXiv:2608.15311v1 Announce Type: new Abstract: Federated instruction fine-tuning enables Large Language Models (LLMs) to adapt to decentralized, privacy-sensitive data without requiring data sharing.

Staying Ahead of Adversarial AI Through Agentic Source Code Review

Model ReleasesDGX agent

Written by: Alex Tselevich, Michael Maturi Introduction Adversarial misuse of AI has increased the risk of data theft and extortion events, because when proprietary source code is exposed, defenders m

When Tool-Backed Skill Retrieval Fails: Source-Style Collapse in Executable Capability Retrieval

Model ReleasesDGX agent

arXiv:2608.16502v1 Announce Type: new Abstract: Large-scale agents increasingly rely on retrieval to access external capabilities. We study this retrieval gate in structured tools and APIs, a measurab

17 Aug 2026

Spatiotemporal Tube-Based Safety-Certificate for Autonomous Navigation of Articulated Vehicles

SafetyDGX agent

arXiv:2608.14531v1 Announce Type: new Abstract: Articulated vehicles are the workhorses of freight transportation, and their autonomous navigation is challenging. Their physical characteristics and mo

13 Aug 2026

MaSRead: Content-Addressed Reading of Replicated Latent Stores

ResearchDGX agent

arXiv:2608.11218v1 Announce Type: new Abstract: Independent agents that reason in latent space can share computed state as key-value cache fragments rather than text. Merged by a conflict-free replica

11 Aug 2026

Agentic AI-powered flexible fiber-bundle endoscopy for high-resolution NIR-II fluorescence imaging in vivo

AgentsDGX agent

arXiv:2608.08402v1 Announce Type: new Abstract: Fiber-bundle endoscopy offers a compact and flexible route for clinical fluorescence imaging through natural human orifices, but since its first report

I gave DeepSeek V4 Flash basic vision by training a 40M connector on 100K examples

Model ReleasesDGX agent

I wanted to find out whether a huge text-only MoE could be given basic vision without retraining the language model itself. The short answer is yes. I froze DeepSeek V4 Flash and a 417M-parameter Moon

PluginEval: A Diagnostic Benchmark for Fine-Grained Error Attribution in Function Calling

Model ReleasesDGX agent

arXiv:2608.08700v1 Announce Type: new Abstract: Reliable evaluation of tool routing is critical as Large Language Models increasingly operate as autonomous agents. Current benchmarks face three struct

UniMoMo: Expert Merging-Based MoE Acceleration for Large Recommendation Models

Model ReleasesDGX agent

arXiv:2608.08627v1 Announce Type: new Abstract: Sparse mixture-of-experts (MoE) layers expand recommendation capacity through conditional computation, yet a trained checkpoint still stores and routes

VDGR-RAG: Vectors, Directories, Graphs, and Reflection Are All You Need for Unified Reasoning over Hierarchical Enterprise Knowledge

AgentsDGX agent

arXiv:2608.07994v1 Announce Type: new Abstract: Retrieval-Augmented Generation (RAG) is essential for enterprise knowledge question answering (QA), particularly in domains with complex product documen

What Keeps Agent Skills from Being Reusable? Evidence from 138K SKILL.md Files

SafetyDGX agent

arXiv:2608.08453v1 Announce Type: new Abstract: Under the current standard, Agent Skills are SKILL.md files that combine instructions with supporting resources, enabling Large Language Model (LLM) age

Why Does the Future Branch? Identifiable Closure Tests for Stochastic Physical World Models

Model ReleasesDGX agent

arXiv:2608.00591v2 Announce Type: replace Abstract: A calibrated stochastic world model can reveal how uncertain a future is without revealing why it branches. The same conditional future law can aris

10 Aug 2026

CertBind from Multimodal Connectivity to Certifiable Retrieval Decisions

ApplicationsDGX agent

arXiv:2608.06516v1 Announce Type: cross Abstract: Lightweight connectors make frozen multimodal encoders composable at the representation level. Deployment exposes a second problem at the level of tas

5 Aug 2026

MoE CPU-offload benchmark on Deepseek V4/Gemma4/Qwen/GPT-OSS — TensorSharp vs llama.cpp

Model ReleasesDGX agent

TensorSharp's MoE CPU-offload feature has been merged into main. Here is the parameters description of this feature: Mixture-of-Experts CPU offload: --n-cpu-moe <N> | -ncmoe <N> Keep the routed MoE ex

4 Aug 2026

Can You Trust the Confidence? ConfBench for Vision-Language Models on Document Extraction

Model ReleasesDGX agent

arXiv:2608.01792v1 Announce Type: cross Abstract: Intelligent document processing (IDP) with vision-language models (VLMs) hinges on confidence scores trustworthy enough to route extractions between a

3 Aug 2026

Multi-Agent Planning with Spatio-Temporal and Topological Constraints using STL-GO

Model ReleasesDGX agent

arXiv:2607.28679v1 Announce Type: new Abstract: Multi-agent planning problems arise in a variety of engineering applications, such as multi-robot wildfire fighting and unmanned aerial inspection in fa

1 Aug 2026

For MoE models the arithmetic splits in two: capacity follows total params, speed follows active

Local AiDGX agent

A few people asked for this after the bandwidth thread, so here it is on its own instead of buried in a comment. The dense rule was simple: every token reads every weight, so tokens/sec ≈ bandwidth ÷

29 Jul 2026

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code

ApplicationsDGX agent

arXiv:2607.24797v1 Announce Type: cross Abstract: In the literate human brain, reading and writing are two doubly-dissociable systems: a ventral decoding route (impaired in pure alexia) and a fronto-p

Understand Kimi K3 from first principles: a recommended order for anyone trying to understand this beast

Local AiDGX agent

Everyone is talking about Kimi K3, but if you jump straight into the technical report, you’ll quickly realize it’s standing on years of research -- just like any breakthrough is! If you want to unders

28 Jul 2026

Context-Adaptive Inference: A Unified Statistical and Foundation-Model View

Model ReleasesDGX agent

arXiv:2607.23304v1 Announce Type: cross Abstract: Modern predictive systems are expected to adapt their behavior to the specific situation they are facing. A clinical model should not treat every pati

Designing Service Systems from Textual Evidence

SafetyDGX agent

arXiv:2603.10400v2 Announce Type: replace-cross Abstract: Designing service systems requires selecting among alternative configurations -- choosing the best chatbot variant, the optimal routing policy

27 Jul 2026

SCALE: Self-Supervised Constraint-Aware Layout GEneration for Local P&R DRV Fixing at Advanced Nodes

Local AiDGX agent

arXiv:2607.21850v1 Announce Type: new Abstract: As semiconductor manufacturing advances toward sub-2nm nodes, local place-and-route (P&R) design-rule violation (DRV) fixing is increasingly limited by

22 Jul 2026

Cactus Hybrid: We taught Gemma 4 to know when it's wrong

Model ReleasesDGX agent

Hey HN, Henry & Roman here from Cactus. A small, on-device model is fast and private, but sometimes wrong, but frontier models are getting expensive pretty fast. So, we post-trained Gemma 4 E2B post-t

14 Jul 2026

Claude at scale on Google Cloud: Frontier AI, built for enterprise production

Model ReleasesDGX agent

Running frontier AI in production is demanding — accelerators to manage, latency to hold steady across continents, regulated data to keep in-region, and long-context requests to serve reliably. Claude

10 Jul 2026

BACH: A Bayesian Admixture of Contrastive Heads for Multi-Interest Two-Tower Retrieval

ResearchDGX agent

arXiv:2607.08107v1 Announce Type: cross Abstract: Two-tower retrievers compress each user into a single embedding, limiting their ability to serve diverse interests. Multi-interest models give each us

MPFlow: Learning Budgeted Max-Flow Optimization on the Lightning Network with Deep Graph Reinforcement Learning

SafetyDGX agent

arXiv:2607.08703v1 Announce Type: new Abstract: We address liquidity placement in the Bitcoin Lightning Network (LN): given a fixed budget, which channels should a node open to maximize its routing ca

Resample or Reroute? Budget-Aware Test-Time Model Selection for Large Language Models

Model ReleasesDGX agent

arXiv:2607.08665v1 Announce Type: new Abstract: Routing among large language models (LLMs) trades response quality against serving cost, motivated by the reported gap between deployed routers and a pe

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