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HF Daily Papers: week 43, 2026

During week 43 of 2026 (Oct 19 – Oct 25), 199 different entries appeared on HF Daily Papers across 6 days of checks (71 checks in total). “Making MLLM Latents Matter: Factor-Aware Predictive…” ranked highest overall: on the list on 3 of 6 days, best #1, average #3.1. 0 entries stayed on the list every day. 140 entries made their first appearance, led by “Making MLLM Latents Matter: Factor-Aware Predictive…”.

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Also on the list this week (149)

Spectral-Spatial Interpretation · MemPilot: Orchestrating On-Demand Multimodal Memory Curation for LLM… · Memory-Centric Continual Learning for AI Agents · OpenVLHarness: Real World Visual Agentic Tool-Use with Multimodal… · Correction Training for Diffusion Models · Matrix-Game 4.0: Harnessing Video Models for Real-Time Playable Game… · CoEvo-RSI: When Harnesses Evolve, Which Models Should Follow? · TraceForge: Distilling with Your Own Thinking · AdaExploreBench: Benchmarking LLM Agents for Proactive Exploration… · Multimodal Embodied Agents: A Unified Capability-centric Perspective… · RoboValue: A Fine-Grained Sim-and-Real Benchmark for Unified… · BlenderWorld: Benchmarking Visual Agents for 3D Creation from… · Building AI Research Teams for Autonomous Discovery of Linear… · Manga2Animate: An Agentic Framework for Faithful Manga Animation… · SWIFT: Self-guided Weak-to-strong dIFfusion models via Target… · Retrieval Augmented Generation Compositionality · Where is Physical RSI capability from? An Observational Scaling Law… · AffordanceWAM: Affordance-Aware Joint World-Action Modeling for… · LLM2R: From Large Language Models to 3D Reassemblers · Quant-Arena: Benchmarking LLM Agents for Quantitative Trading Research · DeLoop: Repeated Actions as Self-Supervision for Long-Horizon Agents · Right Screen, Wrong Transition: World Models as Verifiers for GUI… · Sparsity Should Be ALLOTted by Output: Training-Free Allocation of… · VLA-Rolling: Fewer Denoising Steps, Better Control via Adaptive… · Breaking Diffusion: Parallel Reasoning with Draft Refinement · Specter: Fast MoE Inference via Quantization-Enabled Multi-Step… · PACE: Periodic and Channel-Aligned Encoding of Four-Bit Recurrent… · EgoXperience: Learning World-Grounded Egocentric Representations… · CoworkEnv: Synthesizing Training Environments for Long-Horizon… · State World Models: Execute the Rules, Generate the Pixels · Evidence-First Agentic Verification · Painting Change Map as guidance for generating painting processes · AnyGoal: On World Model Generalization Beyond Expert Rollouts · FineSplat: Fine Patches, Local Groups, Detailed Splats · Joints, Camera, Action! Co-Generating 3D Motion and Video for… · Real In, Real Out: What If We Only Use Real Data for Scene Text… · Evolving Agent Interfaces · From Short Clips to Real-Time Streams: Identity-Aware Supervision… · RealMe: Immersive Volumetric Video from Minimal Captures · Automating ML for Science: Can Frontier Agents Climb Scientific… · FlowState: Execution State as Memory for Long-Horizon LLM Agents · Sage-A1.5: From Long-Horizon Execution to Scientific Exploration… · Event-STVG: Spatio-Temporal Video Grounding for Long-Form Event… · EvaOmni: An Evidence-Grounded Benchmark for Audio-Visual Reasoning · Harnessing Textual Refusal Directions for Multimodal Safety · SolarRenderer: Few-Step Generative Reference Rendering · SpecKCast: Spectral Kalman Forecasting for Diffusion Acceleration · Epi: Towards a Persistent, Self-Improving Agent for Autonomous… · ALPS: Visual State Encoders for World Models · DecisionPivot: A Diagnostic Benchmark for Decision Models in LLM… · ScaleNav: Scalable Internet Video Pretraining for… · Focused Omni-Modal GUI Agents · SpatialBrain: Spatial Intelligence Growing from Experience · Interlock: From Local Correctness to Task Completion in Long-Horizon… · EvalResearchBench: Can AI Agents Build Their Own Feedback for… · EAU: Environment-Agent-User Co-evolution for Training User-Centric… · ACEdit: Stable Multi-Turn Image Editing via Asymmetric Conditioning · StyleStream 2.0: Fast and Controllable Streaming Voice Style… · LIBERO-Industry: Benchmarking Robotic Manipulation under Industrial… · From VLM Planners to Robotic Agents: Self-Evolving Harnesses for… · Good Judgment, Bad Advice: Decision-Model Controllers Raise Agent… · CompactSplat: Spatially Adaptive Gaussian Distribution for… · Inherited, Not Invented: Tracing the Provenance of Wait in Reasoning… · Large Flow Language Models · PhysSkin++: Real-Time and Generalizable Physics-Based Animation via… · HarnessRL: Co-Evolving Policies with a Just-in-Time Training Harness… · Progress-Aware Distillation for Mitigating Stagnation in Small… · Think Visually Across Space and Time: Grounded Reasoning for Video… · Reading, Writing, Sharing, and Interacting with the World through… · Training the Whole Agent, Not Just the Model · Harness Scaling for Generalizable Agentic Reinforcement Learning · DeOverlay: A Benchmark and Source-Anchored Flow for Video Overlay… · Qwen-Audio-3.1-ASR Technical Report · StopLoss: Teaching Agents to Predict Failure and Stop Early · EdgeKernelBench: Unified LLM-Driven Kernel Generation for Edge… · HarnessPro: Recursive Harness Self-Improvement with Pareto… · Unsupervised Tool Evolution for Coding Agents in Data-Lake Analytics · VerifierBench: Benchmarking the Generation of Executable Verifiers… · UniAVC: Unified Audio-Video Creation via Progressive Training and… · MMEnterprise-Bench: Evaluating Enterprise Agents over Evolving… · OR-License: Evaluating LLM Agents as Real-World Operations Research… · Ask to Distill: Learning to Synthesize Data for On-Policy Distillation · Policy Is Not Capability: Some Safety Benchmarks Measure Which… · ECHO: Efficient Causal Self-Recursion Beyond Auxiliary Multi-Token… · RoAR-VAE: Improving Latent Diffusability through Robust Prediction · Evaluating Agentic Capabilities Before Post-Training: An End-to-End… · MT Forcing: Towards Stable and Consistent Multi-Turn Image Editing… · Harness Self-Evolution for Long-Horizon Terminal Agents · Self-Evolving Coding Agents via Harness-Policy Optimization · A Conditional No-Hair Theorem for Transformers: How Language Models… · HandsOn: A Large-Scale Simulation Benchmark for Generalizable… · On the Fragility of Tasks under Composition: Implicit Budgeting in… · Hidden Messages Between Diffusion Language Model Agents: Causal… · N-Gram Memories at Two Bits: Quantizing Lookup Tables in Large… · Which Agent's Skill Should Change? Group-Relative Credit Assignment… · More Memory, Worse Agents: Error Reproduction and Anti-Persistence… · Entertain, then Cancel: How Thinking Makes Reasoning Models Read… · Predicting Privileged Information Effectiveness for On-Policy… · BrickWright: Agentic Creation of Physically Feasible Brick Builds · SCOPE: Compiling Natural-Language Policies into Neurosymbolic… · Factorization-Guided Training and Inference for Diffusion-Drafted… · Self-Credit: Credit Assignment for Long-Horizon Agentic RL via… · Competing Learning in Hybrid Architectures · DiffResearch: Accelerating Deep Research with Diffusion Language… · Frechet Forcing: Training Long-Horizon Streaming World Models from… · From RL Papers to Framework Code: Inclusion and Review in Seven… · WorldStream: Streaming Interactive 3D Worlds with Hierarchical… · CulturalRiddles: A Multicultural Benchmark of Riddles · Self-Evaluating Recursive Agents · Learning to Discriminate Scene Structures Makes Self-Supervised… · Heterogeneous Agentic Coevolution · Think Harder Where It Matters: Item-Level Adaptive Recursion for… · EvoWeb: A Benchmark for Coding Agents on Evolving Web Applications · Language Models Learn to Improve Language Models · PhysLDM: Latent Diffusion for High-Fidelity Deformable Simulation · PVBench: Quantifying Physical Plausibility in Video Generation with… · CyberArena: Benchmarking AI Agents in Live Symmetric… · LiveMACE: Process-Aware Evaluation of LLM Agent Capabilities in… · Scene-Designer: Learning Design Intelligence for Agentic 3D Scene… · ToM2Vec: Continuous Theory-of-Mind Tokens for Multi-Agent Coordination · Xiaomi-Lens-0 Technical Report · HERA: Harness-Environment Co-Evolution for Reliable Agentic Abstention · OverSeer: Multi-Agent World Models Beyond What Agents See · HybridResearcher: Bridging the Structured-Unstructured Boundary for… · Recognition Is Not Grounding: Benchmarking Multilingual Financial… · Training Reasoning Models to Generate Diverse Scientific Ideas · Any 3D Scene is Worth 1K Tokens: 3D-Grounded Representation for… · Evolving with Open Worlds: Towards Recursive Self-Improvement for… · On the Tip of the Tongue: First-Token Cueing as a Behavioral Probe… · OmniXRef: A Unified Framework for Multimodal Multi-Reference Video… · Beyond Compilation: Evaluating Faithful Natural-Language-to-Lean… · MTEdit: Packed Trajectories Beat Rollouts for Multi-Turn Image Editing · WinARDet: Compressed Window Auto-Regression for Long-Horizon… · ACE-Brain-0.6: Scaling Spatial Grounding for Physical Foundation… · Consistent Distribution Matching for Data-Free Diffusion Distillation · Muse Glimmer 30B: An On-Device Agentic Model · Remembering Has a Price: Learning Memory Worth under Resource… · BRACE: Adapting Whole-Body References for Force and Terrain Aware… · Librarian Agents: Training LLMs to Curate Long-Context Workspaces… · EMBER: Predicting TCR--pMHC Binding Without a Docked Complex · GlobeBench: Evaluating Text-Based World Model Capabilities for… · Beyond Maliciousness: Static and Runtime Attack-Surface Profiling of… · OmniCam: Omni-Camera Trajectory Generation via Geometry-Grounded… · HSPR: Recovering Software-Agent Benchmark Scores via Hierarchical… · Token-Set Choice Confounds POPE: A Systematic Audit of Yes/No… · Slot-JEPA: Object-Structured Prediction Interfaces for Latent World… · Multimodal Reranking Is a System One Decision · Answering in the User's Variety: Calibrated Accommodation Pairs for… · Looped Uniform Diffusion Language Models

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