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  1. arXiv cs.AIresearch
    Radar-Based 3D Human Pose Estimation via Motion-Aware Pose Initialization and Observation-Guided Refinement

    arXiv:2610.27774v1 Announce Type: cross Abstract: 3D Human Pose Estimation (3D HPE) is used in indoor environments, such as smart homes, to analyze human movement and monitor human states. Millimeter-wave (mmWave) radar…

  2. arXiv cs.AIagents
    RELAY: Scaling Historical Build Restoration through Rule Reuse and Agentic Repair

    arXiv:2610.27784v1 Announce Type: cross Abstract: Vulnerability benchmarks and software engineering research depend on rebuilding historical software. Yet builds rely on external resources, such as base images and packag…

  3. arXiv cs.AIresearch
    SLM-SS: Token-Based Speech Separation with Speech Language Models

    arXiv:2610.27785v1 Announce Type: cross Abstract: Speech separation (SS) has witnessed substantial progress in recent years with the advent of neural network-based methods, achieving notable improvements on signal-level…

  4. arXiv cs.AIresearch
    RAG-NIMBF: A Non-Invasive, Modular Benchmarking Framework for Automated RAG Configuration Analysis

    arXiv:2610.27816v1 Announce Type: cross Abstract: Retrieval-Augmented Generation (RAG) has become the dominant paradigm for grounding the outputs of large language models (LLM) in external knowledge. However, practitione…

  5. arXiv cs.AIresearch
    SMART: Semantic Segment Mapping and Assessment of Recognition Transcripts with Contextual Rubrics

    arXiv:2610.27820v1 Announce Type: cross Abstract: Word error rate (WER) assigns equal cost to lexical edits despite their different semantic consequences, while overall semantic scores cannot identify which individual er…

  6. arXiv cs.AIresearch
    VISH-ASR: Viterbi-Guided Selection of Hotwords for Speech-LLM Contextual ASR

    arXiv:2610.27867v1 Announce Type: cross Abstract: Prompt-based contextual ASR requires selecting a compact hotword subset from large dynamic inventories, yet existing pre-selection methods rely either on discrete ASR hyp…

  7. arXiv cs.AIresearch
    Hallucinations of Large Language Models in Cross-Language Code Translation: Phenomena and Mitigation

    arXiv:2610.27868v1 Announce Type: cross Abstract: Code translation converts source code from one programming language to another while preserving its functionality. Although Large Language Models (LLMs) have improved cod…

  8. arXiv cs.AIresearch
    Physical-Variable-Informed Deep Learning for Robust Diagnosis in Industrial Fluid Transport Systems

    arXiv:2610.27891v1 Announce Type: cross Abstract: Industrial fluid transport systems are monitored through heterogeneous sensing streams, but robust fault diagnosis remains difficult because response signals vary with op…

  9. arXiv cs.AIresearch
    The Shape of the DPO Hyperparameter Landscape: What to Measure, How It Moves with Scale, and When Not to Transfer It

    arXiv:2610.27895v2 Announce Type: replace-cross Abstract: Direct preference optimisation (DPO) is widely used for language model post-training, but its performance depends strongly on the choice of its hyperparameters, s…

  10. arXiv cs.AIresearch
    CollabSciReM: Aligning Language Models for Scientific Conversations via Science-Aware Reward Decomposition

    arXiv:2610.27901v1 Announce Type: cross Abstract: Large Language Models (LLMs) are increasingly used as research collaborators for hypothesis refinement, methodological planning, and technical analysis across multi-turn…

  11. arXiv cs.AIresearch
    Polarity Blindness in LLM Safety: A Systematic Study of Negation, Antonym Substitution, and Adversarial Framing

    arXiv:2610.27908v1 Announce Type: cross Abstract: Negation remains a persistent challenge for language models across NLP tasks and modalities. We show that this weakness can undermine LLM safety guardrails through a stru…

  12. arXiv cs.AIresearch
    APRIL: Ambiguity-Aware Expert Routing for Respiratory Sound Domain-Incremental Learning

    arXiv:2610.27942v1 Announce Type: cross Abstract: Automated respiratory sound classification enables continuous, non-invasive respiratory assessment, yet long-term deployment remains challenging due to domain shifts from…

  13. arXiv cs.AIresearch
    Recast the Past: Stable Long Video Generation with Full Context Memory

    arXiv:2610.27986v1 Announce Type: cross Abstract: Long-horizon video generation requires retaining an ever-expanding history, but conditioning on its growing token sequence is costly. Existing methods restrict or compres…

  14. arXiv cs.AIresearch
    Learning Tactile-Aware Hand Representations from Human Hand-Object Interaction Data

    arXiv:2610.27995v1 Announce Type: cross Abstract: Tactile representation learning for dexterous manipulation often requires substantial robot-side data collection, limiting its scalability across different hands and sens…

  15. arXiv cs.AIresearch
    On-Policy Transition Distillation

    arXiv:2610.28048v1 Announce Type: cross Abstract: On-policy distillation (OPD) consolidates expert capabilities into a single student by matching teacher and student final-layer distributions on student-generated rollout…

  16. arXiv cs.AIresearch
    Assessing Representation Semantics Under Language Pretraining in Fine-Grained Classification

    arXiv:2610.28051v1 Announce Type: cross Abstract: Understanding how supervision signals shape semantic visual representations remains challenging, particularly in fine-grained, low-data settings. Standard evaluations of…

  17. arXiv cs.AIresearch
    Slots Are Not Speakers: Training-Free Speaker Linking for Frozen Streaming Diarizers

    arXiv:2610.28053v1 Announce Type: cross Abstract: This paper presents a causal, training-free linker that allows a frozen streaming diarizer to track more speakers than it has output slots. Streaming end-to-end diarizers…

  18. arXiv cs.AIresearch
    Auditing Where Concept Bottleneck Accuracy Comes From on CUB

    arXiv:2610.28059v1 Announce Type: cross Abstract: Concept Bottleneck Models (CBMs) promise predictions that humans can inspect and correct through concepts such as "curved beak". Yet on CUB-200-2011, their standard bench…

  19. arXiv cs.AIresearch
    Quantifying the Threat: A Bayesian Probabilistic Framework for Heavy Metal Health Risks among Children in the Densu Basin, Ghana

    arXiv:2610.28064v1 Announce Type: cross Abstract: Groundwater in Ghana's Densu River Basin remains a key domestic water source, but multi-metal contamination threatens children's health. Previous deterministic hazard ind…

  20. arXiv cs.AIresearch
    Same Judgment, Different Yes: Measuring Multilingual Judgment Profiles in Language Models

    arXiv:2610.28066v1 Announce Type: cross Abstract: Multilingual evaluations often score a model's opening yes or no, a token that also carries model and language answering conventions. We ask when different ways of elicit…

  21. arXiv cs.AIresearch
    PULSE: Personalized Opportunistic Learning for Wearable Devices

    arXiv:2610.28081v1 Announce Type: cross Abstract: Wearable devices increasingly support personalized health and well-being applications, but post-deployment data can differ substantially from those used for training, whi…

  22. arXiv cs.AIresearch
    MoDDiT: Simple Token Routing in Diffusion Transformers

    arXiv:2610.28086v1 Announce Type: cross Abstract: Real-time video generation, interactive world models, and on-device image synthesis are almost a reality. Diffusion Transformers (DiT) achieve excellent sample quality, s…

  23. arXiv cs.AIresearch
    From Complex Histories to Simple Predictors: Predictive Dimension in Dynamic Graph Learning

    arXiv:2610.28090v1 Announce Type: cross Abstract: Existing continuous-time graph learning methods rely heavily on complex neural architectures to encode ever-expanding interaction histories. However, the future condition…

  24. arXiv cs.AIresearch
    BAIT: Can LLMs Find What Biases a Reader? A Benchmark for Cognitive Bias Triggers in News

    arXiv:2610.28092v1 Announce Type: cross Abstract: Persuasive writing exploits cognitive biases, recruiting a reader's mental shortcuts to shape belief, often without the reader noticing. We call the linguistic features e…

  25. arXiv cs.AIagents
    ClawMMU: Protection-Coherent Virtual Memory for Stateful LLM Agents

    arXiv:2610.28093v2 Announce Type: replace-cross Abstract: AI agents keep long-term memory, much of which comes from web pages and tool results. Agent harnesses, the software that runs the model, do not record who may act…

  26. arXiv cs.AIresearch
    De-Diffusing WAMs: Action-Sufficient Direct Prediction for Robot Control

    arXiv:2610.28122v1 Announce Type: cross Abstract: Cascade world-action models (WAMs) use predicted visual futures to condition robot actions, but inherit costly iterative inference from diffusion-pretrained experts. We a…

  27. arXiv cs.AIresearch
    Causal Discovery for Linear Models with Latent Confounding via Multi-domain Identifiable Representation Learning

    arXiv:2610.28134v1 Announce Type: cross Abstract: Causal discovery with latent confounding is particularly challenging, but a common setting in real-world data. In this work, we focus on linear causal models with latent…

  28. arXiv cs.AIagents
    From Code Generator to Engineering Companion: A Plant-aware Agent for PLC Programming

    arXiv:2610.28160v2 Announce Type: replace-cross Abstract: Programmable Logic Controller (PLC) coding remains a manual, IDE-centric task that demands constant context switching between documentation, project files, and co…

  29. arXiv cs.AIresearch
    Africa-Papers: A 10-Billion-Token Multi-Domain Academic Corpus for African Foundation Language Models

    arXiv:2610.28173v1 Announce Type: cross Abstract: Large Language Models (LLMs) depend fundamentally on the diversity, depth, and factual rigor of their pre-training corpora. However, contemporary foundational pre-trainin…

  30. arXiv cs.AIresearch
    Temporal Evidence-Parameter Co-Alignment for LLM Reasoning over Temporal Knowledge Graphs

    arXiv:2610.28176v2 Announce Type: replace-cross Abstract: Large Language Models (LLMs) often struggle with temporally grounded reasoning because their static parametric memory is misaligned with the dynamic evolution of…

  31. arXiv cs.AIresearch
    Perceives but Doesn't Brake: A Perception-Action Binding Gap in Reasoning Driving VLAs

    arXiv:2610.28184v1 Announce Type: cross Abstract: Reasoning-augmented vision-language-action (VLA) driving models can perceive and reason about safety-critical hazards yet fail to translate that evidence into safe action…

  32. arXiv cs.AIresearch
    Offline Makes Online Better: Calibrated Cache Compression for Video Generation

    arXiv:2610.28192v1 Announce Type: cross Abstract: Token merging is an effective approach to reducing KV-cache memory consumption in autoregressive video generation by clustering temporally redundant tokens and retaining…

  33. arXiv cs.AIresearch
    Adaptive Pullback: Reweighting Supervision at Penalty Jumps in On-Policy Distillation

    arXiv:2610.28194v1 Announce Type: cross Abstract: On-policy distillation (OPD) supervises student-generated responses using sampled-token student-teacher log-ratios. A positive log-ratio penalizes a token that the studen…

  34. arXiv cs.AIagents
    Reframing Object-Centric Reinforcement Learning: From Absolute to Relative Representations

    arXiv:2610.28197v1 Announce Type: cross Abstract: Object-centric reinforcement learning agents typically receive each object's position in a fixed global frame, even though their decisions usually depend on where objects…

  35. arXiv cs.AIresearch
    Parameter-Efficient Adaptation of Time Series Foundation Models for Electrical Load Forecasting

    arXiv:2610.28200v2 Announce Type: replace-cross Abstract: Accurate electrical load forecasting supports power-system operation across countries, regions, cities, and buildings, but repeated development of target-specific…

  36. arXiv cs.AIresearch
    JAXbounce: A Continuous-Control Pong-Like Benchmark for Active Inference Beyond Low Dimensional Environments

    arXiv:2610.28203v1 Announce Type: cross Abstract: We introduce JAXbounce, a continuous control pong-like benchmark designed to evaluate active inference beyond discrete, low dimensional environments. JAXbounce combines c…

  37. arXiv cs.AIresearch
    Region-Guided Food-Package Evidence Extraction and Abstention-Aware Draft R3337 Screening with Selective VLM Review

    arXiv:2610.28211v1 Announce Type: cross Abstract: Applying South Africa's draft R3337 warning criteria to food-package photographs requires nutrition, ingredient and product-form evidence. This study presents a region-gu…

  38. arXiv cs.AIresearch
    Local Inference of LLMs on Long Contexts: A Data Systems Perspective

    arXiv:2610.28223v1 Announce Type: cross Abstract: Large language models can solve complex problems across a variety of subjects, such as mathematics and coding. For such complex analytical tasks, models with a long conte…

  39. arXiv cs.AIresearch
    TPO: Tri-level Distributionally Robust Learning for OOD Direct Preference Optimization

    arXiv:2610.28229v1 Announce Type: cross Abstract: Direct Preference Optimization (DPO) minimizes empirical risk over observed preference comparisons, implicitly assuming that the training preference distribution matches…

  40. arXiv cs.AIresearch
    PI-MLLM: Psychophysics-Inspired Multimodal Large Language Model for Oddly Satisfying Video Emotion Analysis

    arXiv:2610.28264v1 Announce Type: cross Abstract: Oddly Satisfying Videos (OSVs) can evoke strong viewer responses through repetitive motion, visual tactility, and ASMR-like sounds despite containing few explicit semanti…

  41. arXiv cs.AIresearch
    VGL-stGen: Learning a shared multimodal model for lung histology and spatial transcriptomics

    arXiv:2610.28266v1 Announce Type: cross Abstract: VGL-stGen is a multimodal large language model adapted from a pretrained medical vision-language model using paired lung H&E and spatial transcriptomics with single-cell…

  42. arXiv cs.AIresearch
    GALA: Geometry-Aware Language Model for Controllable Object Arrangement

    arXiv:2610.28280v1 Announce Type: cross Abstract: Reasoning about fine-grained placement constraints, such as support and containment, is essential for realistic 3D scene creation. It remains a significant challenge for…

  43. arXiv cs.AIagents
    Local Work, Global Progress: A Convergence Theory of AI Agent Collaboration

    arXiv:2610.28286v1 Announce Type: cross Abstract: Teams of large language model (LLM) agents are increasingly applied to complex tasks, but their collaboration protocols are mostly designed empirically, without convergen…

  44. arXiv cs.AIresearch
    ABACUS: A Benchmark for Image Editing Models to Assess Object Category and Counting Under Scene Conservation

    arXiv:2610.28316v1 Announce Type: cross Abstract: Instruction-based image editing models can now add, remove a specified number of objects or change their category while preserving the scene. Yet these models often fail…

  45. arXiv cs.AIresearch
    Identifying Dependent Components from Multi-domain Linear Mixtures

    arXiv:2610.28330v1 Announce Type: cross Abstract: We study a linear mixing model with dependent latent components, assuming multiple data domains. Most existing models assume that the components are independent or at lea…

  46. arXiv cs.AIresearch
    Beyond a Single Sentiment Score: Topical and Affective Dimensions of Emoji Meaning on Twitter

    arXiv:2610.28337v1 Announce Type: cross Abstract: Emoji are widely treated as compact affective tokens whose meaning is summarised by a single sentiment score. We argue that this picture is incomplete. From a corpus of 1…

  47. arXiv cs.AIresearch
    Gated Prototype Transfer for Zero-Support Medical Vision Language Model

    arXiv:2610.28350v1 Announce Type: cross Abstract: Realistic few-shot adaptation of medical vision-language models (VLMs) can leave low-prevalence classes without any labeled support. The training-free SS- Text+ solver re…

  48. arXiv cs.AIresearch
    RayCo4D: Ray-Conditioned Continuous Motion Model for Monocular 4D Dynamic Reconstruction

    arXiv:2610.28351v2 Announce Type: replace-cross Abstract: Reconstructing dynamic 3D scenes from monocular video requires inferring motion from noisy and intermittently visible observations. Long-range tracks provide valu…

  49. arXiv cs.AIresearch
    CountVideoBench: A Benchmark to Evaluate Prediction Biases on the Object Counting task by Video-Language Models

    arXiv:2610.28356v3 Announce Type: replace-cross Abstract: Object counting in videos remains a poorly characterized capability of multimodal large language models. Counting questions are included in many existing VideoQA…

  50. arXiv cs.AIresearch
    Context-Aware Prompt Injection Detection via Small Language Models in RAG Pipelines: nokast-secureRAG

    arXiv:2610.28364v1 Announce Type: cross Abstract: Local Retrieval-Augmented Generation (RAG) systems are vulnerable to indirect prompt injection and retrieval poisoning, where malicious instructions in retrieved content…