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  • All entries127,652
  • Agents10,695
  • Applications7,180
  • Companies3
  • Concepts7
  • Hardware2,793
  • Industry6,824
  • Local Ai7,051
  • Model Releases36,896
  • Research29,820
  • Safety19,754
  • Syntheses31
  • Tools1,781
  • Tutorials4,817

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127,652Total entries
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Search: “inference”

GridTimelineEvolution
17,838 results
Agents

Context Inference Attacks Without Jailbreaks

DGX agent

arXiv:2609.01663v1 Announce Type: cross Abstract: Agentic AI systems are increasingly deployed to process sensitive data at inference time, such as healthcare records or financial documents assembled

agentsarxiv-cs-lg
3 Sept 2026
Research

Prediction-Powered Conditional Inference

DGX agent

arXiv:2603.05575v2 Announce Type: replace-cross Abstract: We study prediction-powered conditional inference in the setting where labeled data are scarce, unlabeled covariates are abundant, and a black

DGX agent

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researcharxiv-cs-lg
1 Sept 2026
Model Releases

SemKV: Semantic Mixed-Precision KV Cache Quantization Guided by the Quality Cliff for Long-Context LLM Inference

DGX agent

arXiv:2608.28911v1 Announce Type: cross Abstract: The key-value (KV) cache is the dominant memory bottleneck of long-context large language model (LLM) inference, growing linearly with context length.

model-releasesarxiv-cs-cl
1 Sept 2026
Research

Small Reward Models via Backward Inference

DGX agent

arXiv:2602.13551v3 Announce Type: replace Abstract: Reward models (RMs) play a central role throughout the language model (LM) pipeline, particularly in non-verifiable domains. However, the dominant L

researcharxiv-cs-cl
1 Sept 2026
Hardware

Bayes with No Shame: Admissibility Geometries of Predictive Inference

DGX agent

arXiv:2603.05335v3 Announce Type: replace-cross Abstract: Modern predictive systems combine predictors, sequential monitors, prediction sets, and online strategies, each with a different certificate o

hardwarearxiv-cs-lg
26 Aug 2026
Research

Quantum Maximum Entropy Inference and Hamiltonian Learning

DGX agent

arXiv:2407.11473v2 Announce Type: replace Abstract: Maximum entropy inference and learning of graphical models are pivotal tasks in learning theory and optimization. This work extends algorithms for t

researcharxiv-cs-lg
26 Aug 2026
Local Ai

DIME: Query-Efficient Framework for Membership Inference on Diffusion Models

DGX agent

arXiv:2608.22824v1 Announce Type: new Abstract: Membership inference attacks expose whether individual records were used to train a model, yet existing attacks on diffusion models are largely heuristi

local-aiarxiv-cs-lg
25 Aug 2026
Safety

Safety Hacking in Constrained Best-of-N Inference-time Scaling

DGX agent

arXiv:2608.22915v1 Announce Type: cross Abstract: Inference-time pipelines often sample multiple outputs, filter them with a learned safety model, and return the proxy-feasible output with the highest

safetyarxiv-cs-ai
25 Aug 2026
Safety

Semiparametric Double Reinforcement Learning with Applications to Long-Term Causal Inference

DGX agent

arXiv:2501.06926v5 Announce Type: replace-cross Abstract: Double reinforcement learning (DRL) provides efficient off-policy inference for policy values in nonparametric Markov decision processes (MDPs

safetyarxiv-cs-lg
25 Aug 2026
Model Releases

Spyre-Accelerated Retrieval-Augmented Generation on IBM LinuxONE: A Cloud-Native Architecture for Secure, High-Throughput Enterprise AI Inference

DGX agent

arXiv:2608.21393v1 Announce Type: new Abstract: Running large language models inside enterprise environments has always bumped up against a practical wall: the data lives in one place, the AI horsepow

model-releasesarxiv-cs-ai
25 Aug 2026
Safety

Efficient Inference for Inverse Reinforcement Learning and Dynamic Discrete Choice Models

DGX agent

arXiv:2512.24407v2 Announce Type: replace Abstract: In many sequential decision-making problems, researchers observe actions but not the rewards that drive behavior, yet still wish to evaluate and com

safetyarxiv-cs-lg
24 Aug 2026
Model Releases

Training, learning and inference: unified dynamics of neural systems

DGX agent

arXiv:2608.20965v1 Announce Type: new Abstract: We define an atomic generation fact f=(u,tau,omega,z;rho), recording the origin, realized transformation, concrete occurrence, generated result and rela

model-releasesarxiv-cs-lg
24 Aug 2026
Model Releases

Can a Lightweight Multimodal Model Estimate LLM Reasoning Performance? A Study for Compute-Optimal Document Inference

DGX agent

arXiv:2608.18591v1 Announce Type: new Abstract: Uniformly allocating inference reasoning budgets to LLMs is expensive and prone to over-thinking penalties; especially in document tasks where visual la

model-releasesarxiv-cs-ai
20 Aug 2026
Local Ai

Causal Local States: Scalable Simultaneous Causal Network Inference and Forecasting for Dynamical Systems

DGX agent

arXiv:2608.17452v1 Announce Type: new Abstract: Machine learning methods predict many real-world systems with remarkable accuracy, but they are typically treated as black boxes that offer no insight i

local-aiarxiv-cs-lg
19 Aug 2026
Local Ai

Seeing is Free, Speaking is Not: Uncovering the True Energy Bottleneck in Edge VLM Inference

DGX agent

arXiv:2607.09520v2 Announce Type: replace-cross Abstract: Vision-Language Models (VLMs) are the perceptual backbone of embodied AI, but their energy footprint on edge hardware remains poorly understoo

local-aiarxiv-cs-ai
19 Aug 2026
Research

A Privacy Study of Sparse Collaborative Inference

DGX agent

arXiv:2608.16236v1 Announce Type: new Abstract: Collaborative inference (CI) splits a model between an edge device and a server, whereby the client computes an intermediate activation, transmits it, a

researcharxiv-cs-lg
18 Aug 2026
Model Releases

Behaviour Is an Incomplete Measure of Reasoning Development: Cross-surface pre-arrival accessibility and the limits of developmental inference in a recurrent-depth reasoner

DGX agent

arXiv:2608.16085v1 Announce Type: cross Abstract: Capability development is routinely inferred from behavioural thresholds, from final checkpoints, or from what a decoder can read out of a hidden stat

model-releasesarxiv-cs-ai
18 Aug 2026
Local Ai

Deep Probabilistic Indoor Gas Source Localization via Physical Dependency-Guided Sequential Inference

DGX agent

arXiv:2608.16221v1 Announce Type: new Abstract: Reliable gas source localization (GSL) is critical to safety in industrial and urban environments, yet remains challenging indoors because walls and obs

local-aiarxiv-cs-ro
18 Aug 2026
Research

QUMem: Personalized Memory for Query-Conditioned User-State Inference in LLM Agents

DGX agent

arXiv:2608.16168v1 Announce Type: cross Abstract: Large language model (LLM) agents increasingly use external memory systems to support personalization by drawing on long and evolving interaction hist

researcharxiv-cs-ai
18 Aug 2026
Research

Generative Modeling with Bayesian Sample Inference

DGX agent

arXiv:2502.07580v4 Announce Type: replace Abstract: We present a novel view of diffusion-like generative modeling from the perspective of iterative Gaussian posterior inference. By treating the genera

researcharxiv-cs-lg
17 Aug 2026
Model Releases

P2Skill: Privacy Preserving Skill Distillation for Cloud-Local LLM Inference Systems

DGX agent

arXiv:2608.14094v1 Announce Type: cross Abstract: Cloud-local LLM inference systems have the potential to use the reasoning capability of large cloud models while protecting sensitive user data on per

model-releasesarxiv-cs-ai
17 Aug 2026
Model Releases

A variational Bayes approach to inference for low-dimensional parameters in high-dimensional linear regression

DGX agent

arXiv:2406.12659v3 Announce Type: replace-cross Abstract: We propose a scalable variational Bayes method for statistical inference for a single or pre-specified low-dimensional subset of the coordinat

model-releasesarxiv-cs-lg
12 Aug 2026
Model Releases

Power law graph attention: exact generalization of scaled dot-product attention, empirical collapse at inference

DGX agent

arXiv:2608.10288v1 Announce Type: cross Abstract: The Large Language Model from Power Law Decoder Representations (PLDR-LLM) and its attention, Power Law Graph Attention (PLGA), replace the fixed bili

model-releasesarxiv-cs-cl
12 Aug 2026
Safety

Self-Normalized Inference for Constant-Stepsize Temporal-Difference Learning under Markovian Sampling

DGX agent

arXiv:2608.10896v1 Announce Type: cross Abstract: Constant-stepsize temporal-difference (TD) learning is attractive for policy evaluation, but inference from a single Markov trajectory must account fo

safetyarxiv-cs-lg
12 Aug 2026
Research

A Mean-Field Framework for Inference-Time Distributional Control of Diffusion Models

DGX agent

arXiv:2608.08770v1 Announce Type: cross Abstract: Diffusion models are increasingly used as controllable samplers, whose generations can be steered at inference time according to a chosen reward funct

researcharxiv-cs-lg
11 Aug 2026
Hardware

EasyBalance: Cross-Layer Load Balancing in Distributed MoE Inference

DGX agent

arXiv:2608.07964v1 Announce Type: cross Abstract: Load Balancing has emerged as a critical problem in expert-parallel distributed inference of Mixture-of-Experts (MoE) models. As routing distributions

hardwarearxiv-cs-ai
11 Aug 2026
Model Releases

GeoRoute: Geometry-Aware Hybrid Inference for Traffic Future-Frame Prediction

DGX agent

arXiv:2608.09493v1 Announce Type: new Abstract: Long-horizon future-frame prediction is important for autonomous driving, traffic surveillance, and intelligent transportation systems, yet remains chal

model-releasesarxiv-cs-cv
11 Aug 2026
Research

Measuring and Reducing WebGPU Dispatch Overhead for LLM Inference

DGX agent

arXiv:2608.08730v1 Announce Type: new Abstract: Large Language Models are deployed to multiple types of environments, from internet browsers to edge devices, and WebGPU serves as a modern cross-platfo

researcharxiv-cs-lg
11 Aug 2026
Safety

GOPI: Generation-Oriented 3D Pose Inference for Furniture Insertion from Single-View RGB-D Indoor Scenes

DGX agent

arXiv:2608.06836v1 Announce Type: new Abstract: We study the problem of inserting new furniture into indoor scene images. Under masked single-view 2D image-plane conditioning, however, the physical sc

safetyarxiv-cs-cv
10 Aug 2026
Safety

A Unified Causal Inference Framework for the Desirability of Outcome Ranking Paradigm in Benefit-Risk Evaluation

DGX agent

arXiv:2608.05244v1 Announce Type: cross Abstract: We developed a unified covariate-adjusted causal inference framework for estimating the desirability of outcome ranking (DOOR) probability for benefit

safetyarxiv-cs-lg
7 Aug 2026
Tutorials

Hybrid-Adaptive Thread Tuning to Mitigate Simulation Execution Bottlenecks in High-Performance Reinforcement Learning Inference

DGX agent

arXiv:2608.06025v1 Announce Type: new Abstract: In simulation-in-the-loop decision-making systems, reinforcement learning (RL) inference is often constrained by simulator-side execution overhead, wher

tutorialsarxiv-cs-lg
7 Aug 2026
Safety

SCI-CLIP: Segment-Centric Inference with Reference Memory for Training-Free Open-Vocabulary Segmentation

DGX agent

arXiv:2608.05627v1 Announce Type: new Abstract: Training-free open-vocabulary segmentation remains limited by a missing inference abstraction. Frozen vision-language features are produced at patch lev

safetyarxiv-cs-cv
7 Aug 2026
Research

Elbow-Based MoE Routing: A Training-Free Inference Time Plugin for Expert Selection

DGX agent

arXiv:2608.04401v1 Announce Type: new Abstract: Mixture-of-Experts (MoE) models enable model scaling while maintaining low inference-time compute by activating only a subset of experts per token. Howe

researcharxiv-cs-lg
6 Aug 2026
Research

SHIELD: A Segmented Hierarchical Memory Architecture for Energy-Efficient LLM Inference on Edge NPUs

DGX agent

arXiv:2604.07396v2 Announce Type: replace-cross Abstract: Large Language Model (LLM) inference on edge Neural Processing Units (NPUs) is fundamentally constrained by limited on-chip memory capacity. A

researcharxiv-cs-lg
6 Aug 2026
Model Releases

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend

DGX agent

arXiv:2608.04714v1 Announce Type: cross Abstract: Benchmark scores are reported as properties of a model, yet the inference framework used to produce them, such as HuggingFace, vLLM, or Ollama, are co

model-releasesarxiv-cs-ai
6 Aug 2026
Safety

Bridging Prediction and Attribution: Identifying Forward and Backward Causal Influence Ranges Using Assimilative Causal Inference

DGX agent

arXiv:2510.21889v2 Announce Type: replace-cross Abstract: Causal inference identifies cause-and-effect relationships between variables. While traditional approaches rely on data to reveal causal links

safetyarxiv-cs-lg
5 Aug 2026
Tutorials

Divide-and-Conquer: Towards Generalizable Amortized Bayesian Inference for the Drift Diffusion Model

DGX agent

arXiv:2608.03566v1 Announce Type: cross Abstract: The drift diffusion model (DDM) is a cornerstone of cognitive decision-making research. Although numerous estimation methods exist, researchers contin

tutorialsarxiv-cs-lg
5 Aug 2026
Research

iFAN: Inference-Aware Learning for Plain Mask Transformers

DGX agent

arXiv:2608.03216v1 Announce Type: new Abstract: Query-based mask transformers assemble segmentation outputs through pixel-wise competition among query predictions of the final layer, yet this inferenc

researcharxiv-cs-cv
5 Aug 2026
Research

PRIVEE: Privacy-Preserving Vertical Federated Learning Against Feature Inference Attacks

DGX agent

arXiv:2512.12840v2 Announce Type: replace-cross Abstract: Vertical Federated Learning (VFL) enables collaborative model training across organizations that share common user samples but hold disjoint f

researcharxiv-cs-ai
5 Aug 2026
Safety

SPADE: An Input-Adaptive Sparse Attention Engine for Fast Video Diffusion Models Inference

DGX agent

arXiv:2608.03335v1 Announce Type: new Abstract: Video diffusion transformers (vDiTs) generate high quality but pay quadratic self-attention cost, making inference prohibitive at video-token scales. Th

safetyarxiv-cs-cv
5 Aug 2026
Model Releases

AdaThink-Med: Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification

DGX agent

arXiv:2509.24560v2 Announce Type: replace Abstract: Extended Chain-of-Thought (CoT) reasoning has significantly bolstered the capabilities of medical large language models (LLMs). However, current mod

model-releasesarxiv-cs-cl
4 Aug 2026
Safety

Inference-Time Policy Alignment for Fair Reinforcement Learning

DGX agent

arXiv:2608.00175v1 Announce Type: new Abstract: Deep reinforcement learning (RL) agents achieve strong performance by optimizing scalar reward functions. However, once deployed, the policies of these

safetyarxiv-cs-lg
4 Aug 2026
Research

Intention Inference Under Execution Noise: Separating Aleatoric and Epistemic Uncertainty in Social Dilemmas

DGX agent

arXiv:2608.02440v1 Announce Type: cross Abstract: In noisy social dilemmas, intended actions are stochastically corrupted before execution, so an observed defection may reflect hostile intent or actio

researcharxiv-cs-lg
4 Aug 2026
Safety

MedSAM2-Anatomy: Training-Free Inference-Time Optimization for Musculoskeletal Segmentation

DGX agent

arXiv:2608.00195v1 Announce Type: cross Abstract: High-resolution 3D segmentation of hip and shoulder anatomy from CT and MRI is essential for surgical planning, yet frozen segmentation models often f

safetyarxiv-cs-cv
4 Aug 2026
Safety

Meganeura: Portable GPU Training and Inference through Vulkan and Metal

DGX agent

arXiv:2608.01563v1 Announce Type: new Abstract: Training and deployed inference often cross export, conversion, and platform-specific runtime boundaries. Meganeura asks whether one compact native comp

safetyarxiv-cs-lg
4 Aug 2026
Model Releases

TrimMoE A communication aware and adaptive depth framework for distributed edge inference

DGX agent

arXiv:2608.00573v1 Announce Type: cross Abstract: Serving Mixture-of-Experts (MoE) large language models across distributed edge servers is bottlenecked by the cross-server expert transmission. The ex

model-releasesarxiv-cs-cl
4 Aug 2026
Model Releases

GyRot: Leveraging Hidden Synergy between Rotation and Fine-grained Group Quantization for Low-bit LLM Inference

DGX agent

arXiv:2607.27694v1 Announce Type: cross Abstract: Low-bit quantization is essential for efficient LLM inference, and both rotation and fine-grained group quantization have shown individual promise. Ho

model-releasesarxiv-cs-lg
31 Jul 2026
Research

LAST: The Last Query Token Guides Visual Token Pruning for Edge-Cloud Collaborative MLLM Inference

DGX agent

arXiv:2607.27952v1 Announce Type: new Abstract: Multimodal foundation models are reshaping edge-cloud visual intelligence from task-specific feature pipelines into token-based interfaces, where edge d

researcharxiv-cs-cv
31 Jul 2026
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