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Benchmark

Weekly scoreboard of top papers by Signal Fusion. Data is updated weekly by our pipeline.

Week of 2026-03-30 · v2

RankPaperViabilityCompositeRank Δ
1Adaptive Block-Scaled Data Types9.0122.9—
2Gen-Searcher: Reinforcing Agentic Search for Image Generation9.0122.6—
3CiQi-Agent: Aligning Vision, Tools and Aesthetics in Multimodal Agent for Cultural Reasoning on Chinese Porcelains8.0113.7—
4DreamLite: A Lightweight On-Device Unified Model for Image Generation and Editing8.0112.1—
5AdaptToken: Entropy-based Adaptive Token Selection for MLLM Long Video Understanding8.0111.0—
6MarkushGrapher-2: End-to-end Multimodal Recognition of Chemical Structures8.0110.7—
7Kernel-Smith: A Unified Recipe for Evolutionary Kernel Optimization8.0110.6—
8DRIVE-Nav: Directional Reasoning, Inspection, and Verification for Efficient Open-Vocabulary Navigation7.0103.1—
9See it to Place it: Evolving Macro Placements with Vision-Language Models7.0102.4—
10PoseDreamer: Scalable and Photorealistic Human Data Generation Pipeline with Diffusion Models7.099.7—
11Ghost-FWL: A Large-Scale Full-Waveform LiDAR Dataset for Ghost Detection and Removal8.080.0—
12ORACAL: A Robust and Explainable Multimodal Framework for Smart Contract Vulnerability Detection with Causal Graph Enrichment8.080.0—
13SVGS: Single-View to 3D Object Editing via Gaussian Splatting8.080.0—
14$AutoDrive\text{-}P^3$: Unified Chain of Perception-Prediction-Planning Thought via Reinforcement Fine-Tuning8.080.0—
15Event6D: Event-based Novel Object 6D Pose Tracking8.080.0—
16Scaling Atomistic Protein Binder Design with Generative Pretraining and Test-Time Compute8.080.0—
17AMIGO: Agentic Multi-Image Grounding Oracle Benchmark7.070.0—
18On-the-fly Repulsion in the Contextual Space for Rich Diversity in Diffusion Transformers7.070.0—
19RehearsalNeRF: Decoupling Intrinsic Neural Fields of Dynamic Illuminations for Scene Editing7.070.0—
20FlowIt: Global Matching for Optical Flow with Confidence-Guided Refinement7.070.0—
21EpiScreen: Early Epilepsy Detection from Electronic Health Records with Large Language Models7.070.0—
22Trust-Aware Routing for Distributed Generative AI Inference at the Edge7.070.0—
23Navigating the Mirage: A Dual-Path Agentic Framework for Robust Misleading Chart Question Answering7.070.0—
24Hydra: Unifying Document Retrieval and Generation in a Single Vision-Language Model7.070.0—
25SonoWorld: From One Image to a 3D Audio-Visual Scene7.070.0—
26Subspace Optimization for Backpropagation-Free Continual Test-Time Adaptation7.070.0—
27Seeing with You: Perception-Reasoning Coevolution for Multimodal Reasoning7.070.0—
28EBuddy: a workflow orchestrator for industrial human-machine collaboration7.070.0—
29Rethinking Language Model Scaling under Transferable Hypersphere Optimization7.070.0—
30FL-PBM: Pre-Training Backdoor Mitigation for Federated Learning7.070.0—
31TGIF2: Extended Text-Guided Inpainting Forgery Dataset & Benchmark7.070.0—
32ChemCLIP: Bridging Organic and Inorganic Anticancer Compounds Through Contrastive Learning7.070.0—
33FocusVLA: Focused Visual Utilization for Vision-Language-Action Models7.070.0—
34LACE: Loss-Adaptive Capacity Expansion for Continual Learning7.070.0—
35Learning Partial Action Replacement in Offline MARL7.070.0—
36Bit-Identical Medical Deep Learning via Structured Orthogonal Initialization7.070.0—
37RAD-AI: Rethinking Architecture Documentation for AI-Augmented Ecosystems7.070.0—
38Industrial3D: A Terrestrial LiDAR Point Cloud Dataset and CrossParadigm Benchmark for Industrial Infrastructure7.070.0—
39ResAdapt: Adaptive Resolution for Efficient Multimodal Reasoning7.070.0—
40CirrusBench: Evaluating LLM-based Agents Beyond Correctness in Real-World Cloud Service Environments7.070.0—
41Pandora: Articulated 3D Scene Graphs from Egocentric Vision7.070.0—
42Divide and Restore: A Modular Task-Decoupled Framework for Universal Image Restoration7.070.0—
43Unsafe2Safe: Controllable Image Anonymization for Downstream Utility7.070.0—
44XSPA: Crafting Imperceptible X-Shaped Sparse Adversarial Perturbations for Transferable Attacks on VLMs7.070.0—
45SAGAI-MID: A Generative AI-Driven Middleware for Dynamic Runtime Interoperability7.070.0—
46Mitigating Backdoor Attacks in Federated Learning Using PPA and MiniMax Game Theory7.070.0—
47ELViS: Efficient Visual Similarity from Local Descriptors that Generalizes Across Domains7.070.0—
48StreamingVLA: Streaming Vision-Language-Action Model with Action Flow Matching and Adaptive Early Observation7.070.0—
49HandX: Scaling Bimanual Motion and Interaction Generation7.070.0—
50SOLE-R1: Video-Language Reasoning as the Sole Reward for On-Robot Reinforcement Learning7.070.0—

Freshness + Provenance

Last updated
2026-03-30
Source count
1
Coverage window
Week of 2026-03-30
Method version
v2

Sources: benchmark_snapshots, papers, predictions, metric_snapshots

Methodology

Rankings use Signal Fusion: (viability_score × 10) + (unicorn_probability × 30) + (votes × 0.1) + (star_velocity × 5). See our FAQ for full scoring definition.