Every paper checked — nothing hidden
All papers
Every paper checked in the week of 12–18 Oct 2026 · Multimodal models — nothing is hidden. Brief papers first.
All1,924In brief3More (on-topic)553Not relevant1,333Not assessed19Older33Could not confirm19Blogs with no paper11All blogs13
| Paper | Topic | Relevance | Feedback |
|---|---|---|---|
| BluePixel: Toward Native 4K Agentic Image Editing Combines an adapted editing model with an agent harness to perform instruction-driven four-kilopixel image editing. Ranked #301New way to see a problemPreprint5/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Develops an agentic instruction-driven native 4K image editing vision-language system. | |
| ActICL: Post-Training for Agentic Multimodal In-Context Learning The paper proposes an agentic framework enabling multimodal models to identify information gaps and retrieve in-context demonstrations iteratively. Ranked #302New way to see a problemPreprint5/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Investigates multimodal in-context learning and multimodal large language model agents. | |
| VisualWorldBench: A Fine-Grained Multi-Task Benchmark for Evaluating Visual World Knowledge in MLLMs Introduces a hierarchical multi-task benchmark to evaluate fine-grained visual world knowledge in multimodal large language models. Ranked #303New testPreprint5/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Introduces a fine-grained multi-task benchmark specifically for evaluating visual world knowledge in multimodal large language models. | |
| GeoThinker-$F$: Endogenous Predictive World Representations for Fast Spatial Intelligence This paper proposes GeoThinker-F, an efficient architecture that predicts spatial representations directly from multimodal hidden states without dedicated 3D encoders. Ranked #304New way to see a problemPreprint5/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Improves multimodal LLMs by internalizing spatiotemporal perception without external 3D encoders. | |
| Spectral World Renderer: Unified 3D Hyperspectral Unmixing The paper introduces a synthetic world generator and benchmark for evaluating 3D hyperspectral material unmixing within novel view rendering. Ranked #305New way to see a problemPreprint5/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Combines 3D scene representation with spectral decomposition enabling text queries of material compositions. | |
| WinARDet: Compressed Window Auto-Regression for Long-Horizon Vision-Language Grounding The paper proposes compressed window autoregression to prevent repetitive bounding box errors in vision-language object grounding tasks. Ranked #306Surprising resultPreprint5/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Improves autoregressive vision-language models for grounding across dense visual scenes. | |
| PhyMetric: Diagnosing Physical Plausibility in Text-to-Video Generation via Scene-Level QA Introduces a diagnostic question-answering benchmark to evaluate whether text-to-video models follow real-world physical laws. Ranked #307New testPreprint5/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Introduces a benchmark using vision-language model judges to diagnose video generation plausibility. | |
| Anvil: Scaling Embodied Spatial Intelligence through Knowledge Recirculation Presents a unified framework with synthetic data generation and benchmarks to train models on embodied spatial reasoning and actions. Ranked #308New testPreprint5/10 suggested | Multimodal models via arxiv · 17 Oct, 06:17 | On-topic Develops multimodal models that ground spatial relations and actions in visual scenes. | |
| Can Visual Generation Expand What Unified Multimodal Models Know? Investigates whether training multimodal models on visual generation tasks transfers accessible factual knowledge into text question answering. Ranked #309New way to see a problemPreprint5/10 suggested | Multimodal models via arxiv · 17 Oct, 06:17 | On-topic Investigates knowledge transfer between visual generation and text answering within unified multimodal models. | |
| Probing Negation Understanding in Vision-Language Models With Object Attention The paper analyzes how vision-language models process negation by comparing model attention mechanisms with human eye-tracking data. Ranked #310Surprising resultPreprint5/10 suggested | Multimodal models via arxiv · 17 Oct, 06:17 | On-topic Investigates how vision-language models process negation and visual object attention. | |
| ZoomCap: Evidence-Routed Visual Zooming for Recoverable Visual Information Transfer The paper introduces ZoomCap, an adaptive visual zooming and evidence-routing framework to improve fine-grained image captioning supervision. Ranked #311New way to see a problemPreprint5/10 suggested | Multimodal models via arxiv · 17 Oct, 06:17 | On-topic Presents evidence-routed visual zooming and evaluation for fine-grained vision-language model captioning. | |
| SoftCache: Adaptive Step Size Caching for Diffusion Transformers Introduces an adaptive step-size caching method for diffusion transformers to speed up generation by reusing intermediate network evaluations. Ranked #312New way to see a problemPreprint5/10 suggested | Multimodal models via arxiv · 17 Oct, 06:18 | On-topic Proposes adaptive step size caching to accelerate multimodal diffusion and flow transformers. | |
| When Models Misread Ink: Auditing VLMs for Arabic Calligraphy Recognition The paper evaluates vision-language models on Arabic calligraphy recognition and identifies frequent default-class prediction failures. Ranked #313New testPreprint5/10 suggested | Multimodal models via arxiv · 17 Oct, 06:18 | On-topic Audits vision-language models on fine-grained visual script recognition. | |
| Hear, Localize, and Reason: Spatially Aware Scene Understanding for Audio-Visual LLMs Releases a spatial audio-visual benchmark and model architecture designed to identify, localize, and reason about sound sources in scenes. Ranked #314New testPreprint5/10 suggested | Multimodal models via arxiv · 17 Oct, 06:18 | On-topic Introduces benchmarks and models for spatially aware multimodal audio-visual scene reasoning. | |
| PiCo: Physics-Informed Concept Probing for Geo-Foundation Models Uses synthetic physics-based satellite observations to probe and explain physical feature sensitivity inside geo-foundation model representations. Ranked #315New way to see a problemPreprint5/10 suggested | Multimodal models via arxiv · 17 Oct, 06:18 | On-topic Probes physical concepts in multimodal earth-observation models using synthetic multispectral and visual data. | |
| 3DCodeVerse: Exploring 3D Worlds as Code The authors introduce 3DCodeVerse, a dataset and multi-agent framework enabling coding agents to generate, reason over, and verify 3D executable code. Ranked #316New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 17 Oct, 06:17 | On-topic Combines 3D spatial representations and visual feedback with code generation. | |
| EgoExplorer: A Vision-Motion-Touch Observatory for Human Loco-Manipulation In Situ This paper introduces a 100-hour multimodal dataset capturing egocentric video, body motion, and touch for human loco-manipulation tasks. Ranked #317New testPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:18 | On-topic Presents a multimodal dataset combining egocentric video, body motion, touch, and language descriptions. | |
| VITAL: From Visual Motion to Precise Action This paper presents VITAL, an action tokenizer coupling visual motion scaffolding with residual error encoding for autonomous driving decision-making. Ranked #318New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Couples visual motion and actions for multimodal world-action models. | |
| Generative World Simulation with DAO and JING Couples a persistent symbolic world engine with an egocentric generative model for continuous interactive audiovisual simulation. Ranked #319New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Generates interactive first-person audiovisual experiences driven by text instructions and scene state. | |
| DreamTrue: Action-Faithful Robot World Model with Counterfactual Post-Training Introduces a robot world model using image-rendered actions and counterfactual post-training to improve action-following and contact prediction. Ranked #320New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 12 Oct, 16:28 | On-topic Develops multi-view multimodal robot world models combining visual prediction with physical action inputs. | |
| WorldGuide: Goal-Directed Video World Model for Procedural Task Execution Presents a closed-loop goal-directed video world model that iteratively plans and realizes atomic steps for procedural tasks. Ranked #321New testPreprint4/10 suggested | Multimodal models via arxiv · 12 Oct, 16:28 | On-topic Combines goal instructions and video generation for closed-loop multimodal procedural task execution. | |
| LEGO: A Lifting-Free Approach for Exocentric-to-Egocentric Video Generation Introduces a lifting-free transformer model that directly synthesizes egocentric video from exocentric recordings without explicit 3D reconstruction. Ranked #322New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 12 Oct, 16:28 | On-topic Proposes a cross-view transformer and diffusion generator framework for video synthesis. | |
| Rubric-CEPR: Self-Evolving Image Editing via Reward-Verified Self-Distillation Proposes a self-evolving image editing method using rubric-guided contrastive verification without external reward models or human annotations. Ranked #323New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 12 Oct, 16:28 | On-topic Develops instruction-guided vision-language editing using reward-verified self-distillation. | |
| ContourVLA: A Closed-Loop Perception-Action Contour Policy for Generalized Referring Expression Segmentation Recasts referring expression segmentation as a closed-loop policy iteratively refining explicit boundary contours via visuomotor actions. Ranked #324New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 12 Oct, 16:28 | On-topic Develops a vision-language-action policy for referring expression segmentation. | |
| SceneForesee: Learning Scene Evolution for Spatiotemporal Reasoning The paper introduces a benchmark and framework to evaluate how multimodal models track entities and reason about future scene evolution in videos. Ranked #325New testPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:17 | On-topic Advances large multimodal models by modeling spatiotemporal scene evolution and visual-entity reasoning over video. | |
| P2TPO: Structure-Aligned Page-to-Token Credit Assignment for Full-Page Document Parsing Proposes a reinforcement learning credit-assignment method for document parsing models to align rewards with structured page elements. Ranked #326New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 17 Oct, 06:17 | On-topic Develops policy optimization for multimodal full-page document layout and text parsing. | |
| AD4EDU: Benchmarking University Lecture Audio Description across Accessibility Standards, Metrics, and Learner Preferences This paper introduces a benchmark and rule-based metric for generating and evaluating audio descriptions in university slide lectures. Ranked #327New testPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:17 | On-topic Addresses multimodal alignment between visual lecture slides and generated audio descriptions. | |
| Multi-Agent Egocentric World Model with Fine-Grained Embodied Interaction Presents ME-World, an egocentric world model generating synchronized multi-agent first-person video streams with fine-grained physical interactions. Ranked #328New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 12 Oct, 16:28 | On-topic Generates synchronized multimodal video streams conditioned on actions and poses. | |
| From Prompting to Composing: A Spatial Canvas Interface for Poster Generation Introduces Compo and a spatial canvas interface enabling users or agents to guide poster layout and image generation. Ranked #329New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 12 Oct, 16:28 | On-topic Combines text specifications and spatial canvas bindings for visual poster generation. | |
| From Surface to Depth: Towards Cognitive Appraisal Reasoning in Multimodal Emotion Understanding Introduces a dataset and benchmark to model multimodal emotion understanding through cognitive appraisal reasoning rather than superficial affective cues. Ranked #330New testPreprint4/10 suggested | Multimodal models via arxiv · 12 Oct, 16:28 | On-topic Develops a multimodal model and dataset explicitly for multimodal reasoning across affective cues. | |
| LongHisDoc: A Comprehensive Benchmark for Chinese Long Historical Document Understanding This paper introduces a benchmark of expert-annotated question-answer pairs to evaluate multimodal comprehension of long historical Chinese documents. Ranked #331New testPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:18 | On-topic Evaluates vision-language models on multimodal document layout and text. | |
| Perception Beyond the Visible: Incompleteness-Aware Scene Understanding for Robot Autonomy This research statement outlines a conceptual framework and future directions for robot scene understanding under incomplete sensory and environmental data. Ranked #332New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:18 | On-topic Explores uncertainty-guided multimodal fusion for complex robotic scene understanding. | |
| PLAYGROUND: Progressive Layout Generation with Render-Grounded Planning This paper proposes a progressive layout generation framework that dynamically adapts graphic design compositions to the rendered canvas. Ranked #333New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:18 | On-topic Proposes a multimodal framework combining language and visual rendering for editable layout generation. | |
| Visual Tokens on Demand: Visual Budgeting for Scalable and Efficient Multi-Image Reasoning in Multimodal LLMs The paper discusses visual budgeting strategies to manage token redundancy for scalable multi-image reasoning in multimodal language models. Ranked #334New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:18 | On-topic Proposes visual token budgeting to optimize multi-image reasoning in multimodal LLMs. | |
| Scaling Unified Multimodal Models to Long-Horizon Interleaved Generation The paper introduces a visual-memory framework enabling unified multimodal models to handle long-horizon interleaved text and image generation. Ranked #335New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:18 | On-topic Proposes a framework for long-horizon interleaved text and image generation. | |
| Vision Models Capture Complementary Representations in Children That Converge in Adults The paper uses EEG data to compare how image-text aligned and vision-only models align with developing human visual representations. Ranked #336New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:18 | On-topic Analyzes multimodal representations by comparing image-text models like CLIP with vision-only architectures. | |
| FireNav: Decision-Oriented Reconstruction Evidence Routing for Vision-Language Navigation in Indoor Fire Environments The paper presents a framework aligning visual image restoration with navigation decisions for vision-language navigation in degraded indoor fire environments. Ranked #337New testPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:18 | On-topic Investigates vision-language navigation and visual evidence routing under degraded environments. | |
| Agreement versus Softmax under Spatial Disambiguation This paper evaluates calibration differences between object-level softmax and agreement metrics when resolving ambiguous 3D referring queries. Ranked #338Surprising resultPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:18 | On-topic Investigates confidence calibration under spatial disambiguation in 3D referring vision-language models. | |
| EarthAlign: Learning Language-Aligned Representations of Earth System Data The paper releases a multimodal dataset and dual-encoder model to align natural language descriptions with global Earth system meteorological data. Ranked #339New testPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:17 | On-topic Learns joint multimodal representations aligning meteorological numerical data with natural language. | |
| PixARG: Pixel-Asynchronous Retrieval-Augmented Diffusion for Fast and Realistic Image Generation Integrates real-world image retrieval into diffusion models using pixel-level affinity maps and heterogeneous noise initialization to accelerate generation. Ranked #340New way to see a problemPeer-reviewed4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:18 | On-topic Combines text prompts and retrieved images for multimodal conditioned diffusion generation. | |
| CREATE: Creativity Evaluation of VLMs using the Visual Remote Associates Test This paper introduces a visual associative test benchmark to evaluate the lateral reasoning and creative association capabilities of vision-language models. Ranked #341New testPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:17 | On-topic Evaluates vision-language models on visual Remote Associates puzzles connecting multiple images. | |
| Beyond Sparse Captions: Aligning Slide-Level Text and Patch-Level Vision in Pathology LIMIT aligns slide-level pathology reports with patch-level vision features by freezing the vision encoder and training only the text encoder. Ranked #342New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:18 | On-topic Aligns clinical text reports with microscopic image features in vision-language pretraining. | |
| PAWA: Panoramic Action-conditioned World Modeling for Multiple Agents The paper introduces a dataset and framework pairing synchronized point-of-view and panoramic video to evaluate multiplayer action-conditioned world models. Ranked #343New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Introduces a multimodal panoramic video and action dataset and modeling framework. | |
| CineMem: Attention-Aligned Fine-grained Memory Retrieval for Multi-Shot Long Video Generation Introduces CineMem, an attention-aligned memory retrieval framework using clustered KV caches for autoregressive multi-shot long video generation. Ranked #344New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 06:17 | On-topic Addresses video generation and multimodal long-context modeling using attention-aligned memory retrieval. | |
| AVC-Reward: Event-Centric Audio-Video Consistency Evaluation The authors present AVC-Reward, an event-centric framework to evaluate temporal, narrative, and attribute consistency in generated audio-video content. Ranked #345New testPreprint4/10 suggested | Multimodal models via arxiv · 17 Oct, 06:17 | On-topic Evaluates cross-modal consistency between audio and video generated streams. | |
| ReferFlow: Beyond Final-Target Localization for Complex Referring Expressions This paper introduces ReferFlow-Bench and an accompanying method to evaluate and perform multi-step trajectory-level referring expression comprehension. Ranked #346New testPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Studies trajectory-level visual grounding across multi-step multimodal referring expressions. | |
| Recognizing Dialogue Ambiguity via Candidate Set Visual Grounding This paper introduces a task and benchmark for tracking candidate sets of referent objects across ambiguous interactive dialogue turns. Ranked #347New testPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Studies vision-language models grounding ambiguous dialogue into visual candidate sets. | |
| ELARSpeech: A 30K-Hour Dataset Across 675 Underrepresented Languages for Long-Tail Multilingual Speech Technologies The paper introduces a speech dataset spanning 675 underrepresented languages to support speech recognition and text-to-speech technologies. Ranked #348New testPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Introduces a massive audio-speech dataset and models spanning speech and text across 675 languages. | |
| Anuvani-Diarization: Zero Shot Speaker Diarization and Annotation Conventions Across 22 Languages This paper presents Anuvani-Diarization, evaluating zero-shot speaker diarization across 22 Indian languages with uncertainty-aware silver supervision. Ranked #349New testPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Focuses on multi-speaker audio processing across diverse Indian languages. | |
| Repairing Speech Access After Text Updates with Frozen Affine Fields This paper introduces AFFIRM, using affine fields on frozen speech models to repair spoken access to recently updated text knowledge. Ranked #350New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Repairs speech modality access to knowledge updated via text in multimodal models. | |
| DynThinker: Unifying Static 3D and Dynamic 4D Spatial Reasoning This paper presents DynThinker, a framework using parameter averaging and spatial-dynamic fusion to balance static 3D and dynamic 4D reasoning. Ranked #351New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Integrates spatial and dynamic priors into multimodal vision-language representations. | |
| OLiVES: An Outdoor Low-Light Video Benchmark for Enhancement and Segmentation This paper introduces OLiVES, a benchmark dataset of dynamic outdoor low-light videos designed for joint video enhancement and object segmentation. Ranked #352New testPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Introduces a multimodal video benchmark for joint enhancement and segmentation. | |
| Look Before You Restore: Learning to Predict Before Acting for Agentic Image Restoration This paper proposes PreActIR, an agentic image restoration framework that forecasts tool consequences using a world model before taking action. Ranked #353New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Employs an agentic framework combining visual prediction and restoration tools. | |
| LAMP: 3D Source-Aware Lighting Estimation at Multiple Points The paper proposes a framework using vision-language reasoning to estimate point-conditioned 3D directions and physical light source contributions. Ranked #354New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 15 Oct, 15:06 | On-topic Fine-tunes vision-language models for 3D spatial lighting and physical source reasoning. | |
| Multimodal AI Detection for Math-Heavy Scientific Text The paper examines AI-generated text detection in scientific papers by combining visual formatting, PDF text, and LaTeX representations. Ranked #355New testPreprint4/10 suggested | Multimodal models via arxiv · 17 Oct, 06:17 | On-topic Uses visual PDF layouts alongside text representations for multimodal document detection. | |
| Perceive, Predict, and Plan: a Unified World Action Model for Egocentric Dexterous Manipulation Develops a unified world action model combining 3D perception, visual future prediction, and goal-directed planning for egocentric dexterous manipulation. Ranked #356New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 17 Oct, 06:18 | On-topic Develops a multimodal world action model integrating vision, language instructions, and 3D actions. | |
| Grounded Human-Attributed Description and Activity Recognition in Videos Introduces a benchmark and method to detect, describe, and recognize activities for every person visible in complex multi-person video scenes. Ranked #357New testPreprint4/10 suggested | Multimodal models via arxiv · 17 Oct, 06:18 | On-topic Improves vision-language models for grounded video description and activity recognition. | |
| SurgStreamer: proactive, request-driven monitoring of surgical video streams with structured state and a reusable reasoning layer The paper introduces an event monitoring system for surgical video streams that decouples visual perception from procedure-agnostic logic reasoning. Ranked #358New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 17 Oct, 06:18 | On-topic Evaluates streaming vision-language models and video understanding in surgeries. | |
| MARS - A foundational map auto-regressor Introduces an autoregressive foundation model to generate vectorized road networks and building polygons directly from spatial inputs. Ranked #359New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 17 Oct, 06:18 | On-topic Introduces an auto-regressive model generating multimodal vectorized map primitives and visual geometry. | |
| RIGen: Beyond Action Following with Reciprocal Interaction in Generative Gameplay Combines state-tracking rules with action-conditioned video generation to enable persistent reciprocal interactions in generative gameplay. Ranked #360New way to see a problemPreprint4/10 suggested | Multimodal models via arxiv · 17 Oct, 06:18 | On-topic Focuses on multimodal action-conditioned audiovisual generation and interactive video simulation. |
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