Validations Queue

86,658 candidate doc → node links pending adjudication. Each was auto-generated by cosine similarity ≥ 0.55 between document and prediction embeddings (bge-base-en-v1.5, 768-dim). Showing page 187 of 1610, 50 rows by similarity. Adjudicating updates doc_node_links.reviewed=true with the chosen polarity, writes per-link rows to audit_log, and removes the row from this queue. Phase 4 inference will use confirmed corroborates/contradicts links as Bayesian evidence.

Pending (total)

86,658

Reviewed

Filtered

80,488

page 187 / 1610

Showing on page

Filters

URL params control source + min-similarity threshold

Source

All (86658)arxiv (40411)codex_research_pack (134)edgar_8k (3091)fda (3890)gdelt (1218)github_release (3087)manifold (9113)polymarket (25714)

Page size

50 100 200 500

Bulk auto-confirm by similarity threshold

Confirm or label (corroborates / contradicts) all unreviewed links above a similarity threshold in one transaction. Each affected row writes a per-link audit_log entry. Capped at 1,000 links per call. Use Preview first.

Threshold:Source:Action:

Source0 selected · 0 visible

Bulk action

Sim	Doc	Source	Pred	Domain	Prior
0.67	Edge Flow: A Tractable and Predictive Continuous-Time Model for Gradient Descent at the Edge of Stability	arxiv 2026-06-16	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.67	INI-VPINN: A Variational Physics-Informed Neural Network with Implicit Neumann and Interface Handling for Multi-Material Domains with Geometric Singularities	arxiv 2026-06-16	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.67	Environment-Grounded Automated Prompt Optimization for LLM Game Agents	arxiv 2026-06-16	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	ERQA-Plus: A Diagnostic Benchmark for Reasoning in Embodied AI	arxiv 2026-06-16	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	GASE: Gaussian Splatting-Based Automated System for Reconstructing Embodied-Simulation Environments	arxiv 2026-06-16	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.67	Embodiment Shapes Rolling Behavior in a Multimodal Infant Model	arxiv 2026-06-16	CMQ_050 Physical embodied AI represents the 'Fourth Wave' of AI development — projected to scale rapidly and commercially between 2025-2030. Industry analysts (synthesis)	Robotics	41%
0.67	Abstention-Aware Personalized Object Rearrangement via Uncertainty-Guided LLM Assistance	arxiv 2026-06-15	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.67	Will the price of Bitcoin be above $64,000 on June 19?(market prob: 18%)	polymarket 2026-06-12	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Before 2028, will over 50 Anthropic employees show up in office in cat ears?(market prob: 19%)	manifold 2026-06-18	234_013 Extrapolating Anthropic growth, they will hit $1 trillion revenue in 2029 Dave Blundin	Markets/Stocks	42%
0.67	Forecasting what Matters: Decision-Focused RL for Controlled EV Charging with Unknown Departure Times	arxiv 2026-06-17	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.67	Improving Human-Robot Teamwork in Urban Search and Rescue Through Episodic Memory of Prior Collaboration	arxiv 2026-06-17	229_044 Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks. Brett Adcock	AI	35%
0.67	R2D-RL: A RoboCup 2D Soccer Environment for Multi-Agent Reinforcement Learning	arxiv 2026-06-17	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.67	Dual-Channel Grounded World Modeling (DCGWM): Structural Prevention of Objective Interference Collapse via Heterogeneous External Grounding with Inward-Only Gradient Flow	arxiv 2026-06-17	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.67	DeFAb: A Verifiable Benchmark for Defeasible Abduction in Foundation Models	arxiv 2026-06-17	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	Learning User Simulators with Turing Rewards	arxiv 2026-06-17	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.67	ROBOSHACKLES: A Safety Dataset for Human-Injury Prevention in Embodied Foundation Models	arxiv 2026-06-17	CYB_019 Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and thermodynamic dynamics of reality — serves as the critical foundational training ground for embodied agents, letting them experience billions of hours o... Demis Hassabis	Robotics	44%
0.67	ERQA-Plus: A Diagnostic Benchmark for Reasoning in Embodied AI	arxiv 2026-06-16	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	Rethinking Shrinkage Bias in LLM FP4 Pretraining: Geometric Origin, Systemic Impact, and UFP4 Recipe	arxiv 2026-06-18	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.67	CRAX: Fast Safe Reinforcement Learning Benchmarking	arxiv 2026-06-18	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	Lagrange: An Open-Vocabulary, Energy-Based Sparse Framework for Generalized End-to-End Driving	arxiv 2026-06-18	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.67	See-and-Reach: Precise Vision-Language Navigation for UAVs within the Field of View	arxiv 2026-06-18	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.67	Speeding up the annotation process in semantic segmentation industrial applications	arxiv 2026-06-18	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.67	Techniques for Peak Memory Reduction for LoRA Fine-tuning of LLMs on Edge Devices	arxiv 2026-06-17	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.67	Pseudo-Feature Padding: A Lightweight Defense Against False Data Injection in Power Grids	arxiv 2026-06-18	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.67	Comparative Study of Neural Surrogate Architectures for Autoregressive Prediction of Internal Battery States	arxiv 2026-06-18	INF_060 Three new battery chemistries beyond lithium-ion will commercialize in 2026 — signaling a definitive paradigm shift away from lithium as the sole foundational element of global energy storage. Elon Musk	Energy	42%
0.67	Compositionality Emerges in a Narrow Depth-Connectivity Regime: Architecture Constraints and Solution Manifolds	arxiv 2026-06-18	CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley	AI/Compute	35%
0.67	ImageWAM: Do World Action Models Really Need Video Generation, or Just Image Editing?	arxiv 2026-06-17	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	Will Elon Musk post 500+ tweets from June 26 to July 3, 2026?(market prob: 0%)	polymarket 2026-06-23	231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin	AI	44%
0.67	Will Elon Musk post 260-279 tweets from June 19 to June 26, 2026?(market prob: 10%)	polymarket 2026-06-16	S_MARS_2026 Mars uncrewed: 2026 transfer window	mars_uncrewed_landing	25%
0.67	AOHP: An Open-Source OS-Level Agent Harness for Personalized, Efficient and Secure Interaction	arxiv 2026-06-22	CMQ_049 Traditional tech giants (Apple, Meta, Microsoft) with massive existing platform distribution will capture monopolistic shares of the consumer AI agent market via deep OS-level integration. Jason Calacanis	AI/Markets	50%
0.67	RS-Gen: A Multi-Stage Agentic Framework for Reasoning and Search-Augmented Image Generation	arxiv 2026-06-22	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.67	From Text Metrics to Model Internals: A Study of Whisper ASR Hallucination Detection	arxiv 2026-06-22	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	When Preferences Fail to Become Incentives: A Utility-Behavior Gap in Large Language Models	arxiv 2026-06-22	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	Attacking the Trusted Imagination: Oracle-Level Integrity Attacks on Imagine-then-Act World Models	arxiv 2026-06-22	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	Graph-Enhanced Large Language Models for Spatial Search	arxiv 2026-06-22	IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba	AI	79%
0.67	RaMem: Contextual Reinstatement for Long-term Agentic Memory	arxiv 2026-06-22	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.67	Efficient Network Inference via Hardware-Aware Architecture Search, Model Pruning & Quantization	arxiv 2026-06-22	CMQ_063 Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer. Alex Wissner-Gross	Quantum/AI	15%
0.67	Leveraging AutoML for Sustainable Deep Learning: A Multi-Objective HPO Approach on Deep Shift Neural Networks	arxiv 2026-06-22	CMQ_059 Shift to local compute is driven by: (1) absolute data privacy, (2) cost control for high-volume inference, (3) running uncensored/customized LLMs unavailable on major clouds. Alex Finn	AI	56%
0.67	LOLLA: Deep Reinforcement Learning for Closed-Loop Link Adaptation Towards a GPU-Accelerated AI-RAN	arxiv 2026-06-22	CYB_020 Starlink expansion — navigating regulatory regimes like India's IN-SPACe approvals — establishes a ubiquitous, high-bandwidth data canopy essential for routing planetary-scale AI agent communications without terrestrial fiber-optic latency. Gwynne Shotwell	Space	65%
0.67	GRADE: Graph Representation of LLM Agent Dependency and Execution	arxiv 2026-06-22	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	A Differentiable Atari VCS:A Complex, Fully Known Ground Truth for Explainable AI	arxiv 2026-06-21	AI_025 Most current generative AI wrappers are transient — they will fade into the background as infrastructure layers, analogous to Radio Shack fading in the Windows/PC era; winners will be infrastructure and verticalized depth plays, not thin API-wrapper apps. Mark Cuban	AI	60%
0.67	Self-Compacting Language Model Agents	arxiv 2026-06-22	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	IOI: Decoupling Kinematics and Physics for Interactive World Models	arxiv 2026-06-22	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.67	UniFS: Unified Fast-to-Slow Hierarchical Architecture for Vision-Language-Action Models	arxiv 2026-06-22	229_042 Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task. Brett Adcock	AI	40%
0.67	Will the price of Bitcoin be above $64,000 on June 25?(market prob: 2%)	polymarket 2026-06-18	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Will the price of Bitcoin be above $58,000 on June 27?(market prob: 92%)	polymarket 2026-06-20	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	LemonHarness Technical Report	arxiv 2026-06-23	AUT_017 Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin... Jimmy Ba	AI	65%
0.67	Co-occurring associated retained concepts in Diffusion Unlearning	arxiv 2026-06-23	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.67	Metis: Bridging Text and Code Memory for Self-Evolving Agents	arxiv 2026-06-23	CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei	AI/Compute	19%
0.67	Reinforcement Learning Towards Broadly and Persistently Beneficial Models	arxiv 2026-06-22	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%