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HumanDGX agent

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  • All entries127,652
  • Agents10,695
  • Applications7,180
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  • Concepts7
  • Hardware2,793
  • Industry6,824
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  • Model Releases36,896
  • Research29,820
  • Safety19,754
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127,652Total entries
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Knowledge catalogue

Search: “context”

GridTimelineEvolution
18,156 results
21 Apr 2026

Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding

AgentsDGX agent

arXiv:2510.15253v3 Announce Type: replace Abstract: Document understanding is critical for applications from financial analysis to scientific discovery. Current approaches, whether OCR-based pipelines

20 Apr 2026

CHOP: Chunkwise Context-Preserving Framework for RAG on Multi Documents

Model ReleasesDGX agent

arXiv:2604.15802v1 Announce Type: new Abstract: Retrieval-Augmented Generation (RAG) systems lose retrieval accuracy when similar documents coexist in the vector database, causing unnecessary informat

Towards In-Context Tone Style Transfer with A Large-Scale Triplet Dataset

Human
DGX agent

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DGX agent

arXiv:2604.16114v1 Announce Type: new Abstract: Tone style transfer for photo retouching aims to adapt the stylistic tone of the reference image to a given content image. However, the lack of high-qua

17 Apr 2026

Chinese Essay Rhetoric Recognition Using LoRA, In-context Learning and Model Ensemble

ApplicationsDGX agent

arXiv:2604.14167v1 Announce Type: new Abstract: Rhetoric recognition is a critical component in automated essay scoring. By identifying rhetorical elements in student writing, AI systems can better as

16 Apr 2026

Functional Emotions or Situational Contexts? A Discriminating Test from the Mythos Preview System Card

Model ReleasesDGX agent

arXiv:2604.13466v1 Announce Type: cross Abstract: The Claude Mythos Preview system card deploys emotion vectors, sparse autoencoder (SAE) features, and activation verbalisers to study model internals

Hierarchical DLO Routing with Reinforcement Learning and In-Context Vision-language Models

AgentsDGX agent

arXiv:2510.19268v2 Announce Type: replace-cross Abstract: Long-horizon routing tasks of deformable linear objects (DLOs), such as cables and ropes, are common in industrial assembly lines and everyday

15 Apr 2026

Free Random Projection for In-Context Reinforcement Learning

ResearchDGX agent

arXiv:2504.06983v3 Announce Type: replace Abstract: Hierarchical inductive biases are hypothesized to promote generalizable policies in reinforcement learning, as demonstrated by explicit hyperbolic l

GUIDE: Guided Updates for In-context Decision Evolution in LLM-Driven Spacecraft Operations

SafetyDGX agent

arXiv:2603.27306v2 Announce Type: replace-cross Abstract: Large language models (LLMs) have been proposed as supervisory agents for spacecraft operations, but existing approaches rely on static prompt

HiCoLoRA: Addressing Context-Prompt Misalignment via Hierarchical Collaborative LoRA for Zero-Shot DST

SafetyDGX agent

arXiv:2509.19742v4 Announce Type: replace-cross Abstract: Zero-shot Dialog State Tracking (zs-DST) is essential for enabling Task-Oriented Dialog Systems (TODs) to generalize to new domains without co

Leveraging Weighted Syntactic and Semantic Context Assessment Summary (wSSAS) Towards Text Categorization Using LLMs

Model ReleasesDGX agent

arXiv:2604.12049v1 Announce Type: cross Abstract: The use of Large Language Models (LLMs) for reliable, enterprise-grade analytics such as text categorization is often hindered by the stochastic natur

14 Apr 2026

Assessing the Pedagogical Readiness of Large Language Models as AI Tutors in Low-Resource Contexts: A Case Study of Nepal's K-10 Curriculum

Model ReleasesDGX agent

arXiv:2604.09619v1 Announce Type: cross Abstract: The integration of Large Language Models (LLMs) into educational ecosystems promises to democratize access to personalized tutoring, yet the readiness

Attention-Guided Dual-Stream Learning for Group Engagement Recognition: Fusing Transformer-Encoded Motion Dynamics with Scene Context via Adaptive Gating

ResearchDGX agent

arXiv:2604.10078v1 Announce Type: new Abstract: Student engagement is crucial for improving learning outcomes in group activities. Highly engaged students perform better both individually and contribu

Context-Aware Semantic Segmentation via Stage-Wise Attention

Model ReleasesDGX agent

arXiv:2601.11310v2 Announce Type: replace Abstract: Semantic ultra-high-resolution (UHR) image segmentation is essential in remote sensing applications such as aerial mapping and environmental monitor

CPAM: Context-Preserving Adaptive Manipulation for Zero-Shot Real Image Editing

Model ReleasesDGX agent

arXiv:2506.18438v2 Announce Type: replace Abstract: Editing natural images using textual descriptions in text-to-image diffusion models remains a significant challenge, particularly in achieving consi

How Robust Are Large Language Models for Clinical Numeracy? An Empirical Study on Numerical Reasoning Abilities in Clinical Contexts

Model ReleasesDGX agent

arXiv:2604.11133v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly being explored for clinical question answering and decision support, yet safe deployment critically requir

Learning to Adapt: In-Context Learning Beyond Stationarity

Model ReleasesDGX agent

arXiv:2604.10946v1 Announce Type: new Abstract: Transformer models have become foundational across a wide range of scientific and engineering domains due to their strong empirical performance. A key c

MEMENTO: Teaching LLMs to Manage Their Own Context

Model ReleasesDGX agent

arXiv:2604.09852v1 Announce Type: new Abstract: Reasoning models think in long, unstructured streams with no mechanism for compressing or organizing their own intermediate state. We introduce MEMENTO:

Resisting Humanization: Ethical Front-End Design Choices in AI for Sensitive Contexts

ApplicationsDGX agent

arXiv:2603.24853v2 Announce Type: replace Abstract: Ethical debates in AI have primarily focused on back-end issues such as data governance, model training, and algorithmic decision-making. Less atten

13 Apr 2026

PoseGen: In-Context LoRA Finetuning for Pose-Controllable Long Human Video Generation

ResearchDGX agent

arXiv:2508.05091v2 Announce Type: replace Abstract: Generating temporally coherent, long-duration videos with precise control over subject identity and movement remains a fundamental challenge for con

10 Apr 2026

CADENCE: Context-Adaptive Depth Estimation for Navigation and Computational Efficiency

Model ReleasesDGX agent

arXiv:2604.07286v1 Announce Type: cross Abstract: Autonomous vehicles deployed in remote environments typically rely on embedded processors, compact batteries, and lightweight sensors. These hardware

Dynamic Context Evolution for Scalable Synthetic Data Generation

Model ReleasesDGX agent

arXiv:2604.07147v1 Announce Type: cross Abstract: Large language models produce repetitive output when prompted independently across many batches, a phenomenon we term cross-batch mode collapse: the p

In-Context Decision Making for Optimizing Complex AutoML Pipelines

Model ReleasesDGX agent

arXiv:2508.13657v2 Announce Type: replace-cross Abstract: Combined Algorithm Selection and Hyperparameter Optimization (CASH) has been fundamental to traditional AutoML systems. However, with the adva

NaviSlim: Adaptive Context-Aware Navigation and Sensing via Dynamic Slimmable Networks

AgentsDGX agent

arXiv:2407.01563v2 Announce Type: replace Abstract: Small-scale autonomous airborne vehicles, such as micro-drones, are expected to be a central component of a broad spectrum of applications ranging f

OV-Stitcher: A Global Context-Aware Framework for Training-Free Open-Vocabulary Semantic Segmentation

ResearchDGX agent

arXiv:2604.08110v1 Announce Type: new Abstract: Training-free open-vocabulary semantic segmentation(TF-OVSS) has recently attracted attention for its ability to perform dense prediction by leveraging

Phantasia: Context-Adaptive Backdoors in Vision Language Models

ResearchDGX agent

arXiv:2604.08395v1 Announce Type: new Abstract: Recent advances in Vision-Language Models (VLMs) have greatly enhanced the integration of visual perception and linguistic reasoning, driving rapid prog

TSUBASA: Improving Long-Horizon Personalization via Evolving Memory and Self-Learning with Context Distillation

Model ReleasesDGX agent

arXiv:2604.07894v1 Announce Type: new Abstract: Personalized large language models (PLLMs) have garnered significant attention for their ability to align outputs with individual's needs and preference

16 Oct 2026

LLMs Infer Cultural Context but Fail to Apply It When Responding

Local AiDGX agent

arXiv:2606.17688v2 Announce Type: replace Abstract: Recent work has shown that LLMs overrepresent dominant cultures, particularly Western ones, while marginalizing others. We investigate whether this

14 Oct 2026

BrowseSafe++: Benchmarking Prompt Injection Detection Across Web Contexts, Languages, and Browser Views

Model ReleasesDGX agent

arXiv:2610.17457v1 Announce Type: cross Abstract: Browser agents need to make decisions and execute actions on behalf of users while consuming untrusted webpages, creating opportunities for malicious

DiTSG: Context-Aware Air Traffic Scene Generation with Multi-Agent Diffusion Transformers

AgentsDGX agent

arXiv:2610.16959v1 Announce Type: cross Abstract: Understanding how many aircraft, and which traffic configurations, can be safely and efficiently managed by air traffic controllers within a given air

Gluing Local Contexts into Global Meaning: A Sheaf-Theoretic Decomposition of Transformer Representations

Local AiDGX agent

arXiv:2610.17117v1 Announce Type: cross Abstract: Existing interpretability tools do not test whether a representation keeps the same content when only the phrasing changes. We treat each paraphrase p

12 Oct 2026

Spatial Context or Memory? Sizing the Inputs of Neural Surrogates for Partially Observed Fields

Local AiDGX agent

arXiv:2610.12723v1 Announce Type: new Abstract: Neural surrogates that forecast a physical field from sparse, noisy sensors read a window of nearby sensors and a history of past snapshots. Practitione

10 Oct 2026

Created laya : Now Introducing a new 800 Million Param physics-based typed decision model with 73k context and image support

Model ReleasesDGX agent

Around 3 weeks ago, I posted on this subreddit about how Jev used my one-year-old architecture, og post: https://www.reddit.com/r/LocalLLaMA/s/VpuMJt577S Then, just after that, I introduced Laya, the

9 Oct 2026

Learning infinite context windows in recurrent architectures via spatial neural computing

ResearchDGX agent

arXiv:2610.10690v1 Announce Type: new Abstract: Recurrent neural networks (RNNs) offer linear-time scaling with sequence length while requiring only constant memory, yet they struggle to capture long-

8 Oct 2026

When Should an In-Context Learner Expand Its Hypothesis Space?

ResearchDGX agent

arXiv:2610.09471v1 Announce Type: new Abstract: Learning systems adapt quickly inside a familiar family of models. The harder step comes earlier: deciding, from observations that could be noise, an ex

7 Oct 2026

The Right Memory in the Wrong Context: Verifying Retrieval Admissibility in Long-Term Agent Memory

Model ReleasesDGX agent

arXiv:2610.07309v1 Announce Type: new Abstract: Long-term-memory agents can retrieve relevant information that is inadmissible for the current request because it belongs to another principal, violates

2 Oct 2026

DRelay: Global Draft Context for Prefix-Aware Parallel Speculative Decoding Repair

HardwareDGX agent

arXiv:2610.01439v1 Announce Type: new Abstract: Parallel drafting reduces the drafting overhead of speculative decoding for large language models (LLMs), but its gains remain limited by the accepted p

1 Oct 2026

Attention Function as an Intrinsic Inductive Bias: How Models' Behavior Diverges in Novel Contexts

Model ReleasesDGX agent

arXiv:2609.39188v1 Announce Type: new Abstract: Developmental psychology holds that certain priors are given to infants prior to experience rather than induced from data, and that the influence of suc

SceneJail: Exploiting Video Scenario Context to Jailbreak Multimodal LLMs

Model ReleasesDGX agent

arXiv:2609.38899v1 Announce Type: cross Abstract: Video Multimodal Large Language Models (Video-MLLMs) support reasoning over video inputs, yet remain vulnerable to jailbreak attacks that elicit polic

30 Sept 2026

It's Not What the Image Shows: Irrelevant Context Destabilises VLM Judges Without Informing Them

ResearchDGX agent

arXiv:2609.37863v1 Announce Type: cross Abstract: Vision-language models (VLMs) are increasingly used in place of human annotators, making it important that substitutability tests reflect the model ra

MemFold: Learning Compact Soft Memory for Long-Context Personalization via On-Policy Optimization

Model ReleasesDGX agent

arXiv:2609.36435v1 Announce Type: new Abstract: An assistant that serves the same user over a long horizon has to answer from what that user has revealed: which preferences still hold, which were revi

29 Sept 2026

Beyond Sparsity: Weight Location and Network Context in Pruned MRI Reconstruction

ResearchDGX agent

arXiv:2609.31812v1 Announce Type: cross Abstract: Pruning reduces the number of weights in magnetic resonance imaging (MRI) reconstruction networks. Equal sparsity, however, can retain weights with di

Beyond Token Savings: A Systematic Study of Context Compression in LLM Agents

Model ReleasesDGX agent

arXiv:2609.32961v1 Announce Type: new Abstract: As LLM agents tackle longer tasks, they increasingly compress growing histories of reasoning, actions, and tool outputs. Compression can reduce token us

ICMAPE: In-Context Multiagent Pure Exploration

AgentsDGX agent

arXiv:2609.33986v1 Announce Type: new Abstract: In some multi-agent systems, the quantity to be optimized is not an externally specified reward but the information acquired about unknown properties of

The Model Knows When to Stop: Training-Free Early Stopping for Long-Context Reading

SafetyDGX agent

arXiv:2609.34590v1 Announce Type: cross Abstract: Language models often process long inputs sequentially in chunks, but continuing to read after sufficient evidence has been acquired wastes computatio

28 Sept 2026

If you are running Qwen 3.8 Flash Next on Strix Halo, use this software for inference. It's so much faster than llama.cpp especially at high context.

Model ReleasesDGX agent

Here's the project. I have nothing to do with it. I'm just an amazed user. https://github.com/gufo-org/gufo/blob/main/docs/models/qwen3.8-flash-next/BENCHMARKS.md Those benchmark numbers hold up on re

25 Sept 2026

ASIRF: An Agentic Framework for Context-Dependent Sensitive Information Redaction

AgentsDGX agent

arXiv:2609.29191v1 Announce Type: new Abstract: Sensitive information is defined by domain and intent, not a universal category, yet redaction systems such as privacy filters and named-entity recogniz

Near-Oracle KV Selection via Pre-hoc Sparsity for Long-Context Inference

Model ReleasesDGX agent

arXiv:2602.08329v2 Announce Type: replace-cross Abstract: A core bottleneck in large language model (LLM) inference is the cost of attending over the ever-growing key-value (KV) cache. Although near-o

SwitchPFN: Shared Switching Dynamics for Frozen In-Context Time Series Classification

Model ReleasesDGX agent

arXiv:2609.29814v1 Announce Type: new Abstract: Tabular foundation models (TFMs) provide a promising route to time-series classification, but their effectiveness depends on how sequential data are con

Wearable ECG Quality Assessment: A Deep Learning and Ambulatory Context-Awareness Approach

ResearchDGX agent

arXiv:2609.29396v1 Announce Type: new Abstract: This paper presents and evaluates a Deep Learning-based (DL-based) Signal Quality Assessment (SQA) model to distinguish between clean and noisy ambulato

24 Sept 2026

My foray into local ai. Two BC-250 ex mining apus running Qwen3.6-35B-A3B Q4_K_M at 60 tok/s with 64k context

Model ReleasesDGX agent

These boards cost me 115 each and I have them connected using llama.cpp with Vulkan and RPC on Bazzite. The boards have roughly 27GB of combined GPU memory and communicate over 1gb Ethernet. For aroun

23 Sept 2026

Context-Aware Pre-Deployment Evaluation of AI Systems: A Regulatory Framework for Nigerian Fintech

SafetyDGX agent

arXiv:2609.24016v1 Announce Type: new Abstract: Commercial large language models are increasingly deployed across African fintech infrastructure for fraud detection and customer communication, yet no

Metric-Bench: Exploring In-context Spatial Metric Reasoning in VLMs for Indoor Scenes

Model ReleasesDGX agent

arXiv:2609.25841v1 Announce Type: new Abstract: Metric reasoning is a critical and challenging task for Vision Language Models (VLMs), playing a pivotal role in embodied AI tasks such as robotic manip

Qwen 3.8 Flash Next q4_k_m, 130k context, q8 cache on 16GB VRAM ann 64GB RAM, 15-20 t/s on 4080

Model ReleasesDGX agent

Thought it's about time to share after testing for a week. You need four things most people miss: the right quant, the right model, the right branch, and the right cache flags. https://github.com/dtm-

22 Sept 2026

Efficient LLM Distillation for Bangladesh Legal Context: A Smartphone-Compatible Retrieval-Augmented Generation Model

Model ReleasesDGX agent

arXiv:2609.24177v1 Announce Type: new Abstract: Legal information in Bangladesh is inaccessible to most citizens. Statutory text is English-only, trained lawyers are concentrated in urban centres, and

Evaluation Awareness Shifts from Format to Context with Model Scale

Model ReleasesDGX agent

arXiv:2609.22119v1 Announce Type: new Abstract: Evaluation awareness poses an unprecedented threat to model evaluation, but the mechanisms by which models detect it remain unknown. This study focuses

21 Sept 2026

Putting the question before the context took my local Qwen from 89% to 100% on a decision benchmark, and from ~400 ms to ~80 ms

Model ReleasesDGX agent

Small, free finding. I use local Qwen models for typed decisions: a state plus a question with fixed allowed answers, and I read the probability of each answer from the logits of one forward pass inst

Understanding In-context Learning of Addition via Activation Subspaces

Model ReleasesDGX agent

arXiv:2505.05145v4 Announce Type: replace-cross Abstract: To perform few-shot learning, language models extract signals from a few input-label pairs, aggregate them into a learned prediction rule, and

19 Sept 2026

M1 Max 32GB, trying to run Qwen 3.8 27B at decent speeds and context

Model ReleasesDGX agent

I would like to stay at q4, and serve the model to various coding harnesses. None of the models or tools I have tried will run without running out of memory. I am hoping for some advice. oMLX? MTPLX?

18 Sept 2026

Correct Now, Insufficient Later: Auditing Update Sufficiency in Context Compression

Model ReleasesDGX agent

arXiv:2609.20045v1 Announce Type: cross Abstract: A memory can answer a current query correctly while discarding distinctions required by a later update. We investigate this failure with a paired-hist

17 Sept 2026

Market Signal Injection: Adversarial Context Manipulation of LLM Pricing Agents

AgentsDGX agent

arXiv:2609.18357v1 Announce Type: new Abstract: Large language model (LLM) pricing agents may respond to how market data is presented, even when its numerical values remain unchanged. We introduce mar

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