Validations Queue

95,758 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 301 of 887, 100 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)

95,758

Reviewed

Filtered

88,682

page 301 / 887

Showing on page

100

Filters

URL params control source + min-similarity threshold

Source

All (95758)arxiv (44382)codex_research_pack (134)edgar_8k (3366)fda (4550)gdelt (1218)github_release (3112)manifold (9838)polymarket (29158)

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
0.63	Will the price of Bitcoin be above $68,000 on June 7?(market prob: 0%)	polymarket 2026-05-31	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will May 2026 U.S. real personal consumption expenditures rise at least 0.3% month-over-month?(market prob: 45%)	manifold 2026-06-06	238_047 US will add 86 GW of new grid capacity in 2026, 51% from solar Emad Mostaque	Energy	45%
0.63	Will May 2026 U.S. real personal consumption expenditures rise at least 0.3% month-over-month?(market prob: 45%)	manifold 2026-06-06	INF_044 US total energy consumption will rise by approximately 10% over the next decade — the largest sustained-growth period since mid-20th-century industrialization — driven by AI data centers, electrification of transport, and reindustrialization. Morgan Stanley	Energy	48%
0.63	Will Paper Rex win Valorant Masters London 2026?(market prob: 61%)	polymarket 2026-06-05	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.63	Will Jordan win on 2026-06-07?(market prob: 5%)	polymarket 2026-05-11	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.63	Will the price of Bitcoin be above $66,000 on June 8?(market prob: 4%)	polymarket 2026-06-01	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will the price of Bitcoin be above $68,000 on June 8?(market prob: 1%)	polymarket 2026-06-01	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will the price of Bitcoin be above $62,000 on June 8?(market prob: 69%)	polymarket 2026-06-01	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	Will June 2026 U.S. average hourly earnings rise at least 0.3% month-over-month?(market prob: 52%)	manifold 2026-06-07	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	31%
0.63	facebookresearch/differentiable-robot-model v0.2.3	github_release 2022-04-22	242_044 Base AI models becoming commodity; value migrates up the stack Alex Wissner-Gross	AI	35%
0.63	facebookresearch/differentiable-robot-model v0.2.2	github_release 2022-03-15	248_038 We will see humanoid robot threats alongside the current Sam Altman backlash. Salim Ismail	Robotics	34%
0.63	Will Bitcoin dip to $60,000 on June 7?(market prob: 2%)	polymarket 2026-06-07	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will the price of Bitcoin be above $56,000 on June 9?(market prob: 100%)	polymarket 2026-06-05	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	facebookresearch/detectron2 v0.1.2	github_release 2020-05-04	COD_TECH_001 A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps Codex Research Pack	Semis	50%
0.63	Do Coding Agents Deceive Us? Detecting and Preventing Cheating via Capped Evaluation with Randomized Tests	arxiv 2026-06-05	CMQ_047 Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop. Andrej Karpathy	AI	51%
0.63	Textual Supervision Enhances Geospatial Representations in Vision-Language Models	arxiv 2026-06-05	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%
0.63	TRACE: Trajectory Reasoning through Adaptive Cross-Step Evidence Aggregation for LLM Agents	arxiv 2026-06-05	CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil	AI	63%
0.63	TRACE: Trajectory Reasoning through Adaptive Cross-Step Evidence Aggregation for LLM Agents	arxiv 2026-06-05	FUT_004 Rapid ascension and enterprise dominance of Large Action Models (LAMs) by 2026-2031 — LLM as primary digital interface becomes obsolete; LAMs observe complex behavioral patterns, internalize multi-step business processes, predict physical-robot mainten... Amy Webb	AI	62%
0.63	Front-to-Attractors: Modifying the Front-to-Front Heuristic in Bidirectional Search	arxiv 2026-06-05	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%
0.63	Does Appearance Help? A Systematic Study of Image-Based Re-Identification in Online 3D Multi-Pedestrian Tracking	arxiv 2026-06-05	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%
0.63	Robotic Policy Adaptation via Weight-Space Meta-Learning	arxiv 2026-06-05	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%
0.63	Residual-Controlled Multiplier Learning for Stochastic Constrained Decision-Making	arxiv 2026-06-05	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%
0.63	Heterogeneous Effects of Green Finance on Urban Decarbonization: Evidence from 285 Cities in China	arxiv 2026-06-05	INF_059 Global South energy transitions will follow "energy stacking" rather than substitution patterns — households simultaneously use solar panels (primarily for lighting), biomass, LPG, and grid power, reshaping land use and urbanization in peri-urban Afric... Peter Dannenberg	Energy	59%
0.63	GlucoFM-Bench: Benchmarking Time-Series Foundation Models for Blood Glucose Forecasting	arxiv 2026-06-05	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.63	GlucoFM-Bench: Benchmarking Time-Series Foundation Models for Blood Glucose Forecasting	arxiv 2026-06-05	FUT_001 Algorithmic systems (LLMs) will match the accuracy of the world's most elite human superforecasters by November 2026 per ForecastBench linear-extrapolation of current learning curves; 95% CI stretches Dec 2025 to Jan 2028. Validation metric: LLMs achie... Superforecaster Community	AI	48%
0.63	AdaGRPO: A Capability-Aware Adaptive Enhancement for Flow-based GRPO	arxiv 2026-06-05	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%
0.63	SWE-Explore: Benchmarking How Coding Agents Explore Repositories	arxiv 2026-06-05	CMQ_047 Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop. Andrej Karpathy	AI	51%
0.63	Simulation-Driven Imitation Learning for Biosignals-Free Shared-Autonomy Prosthetic Grasping	arxiv 2026-06-05	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%
0.63	Test-Time Trajectory Optimization for Autonomous Driving	arxiv 2026-06-05	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%
0.63	Will the price of Bitcoin be above $68,000 on June 9?(market prob: 1%)	polymarket 2026-06-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will Bitcoin dip to $56,000 June 8-14?(market prob: 7%)	polymarket 2026-06-08	S_IPO_TRILLION_2028 First $1T+ IPO in 2028	ipo_trillion_plus	25%
0.63	Will "Why Software Automation Is Hard" make the top fifty posts in LessWrong's 2026 Annual Review?(market prob: 13%)	manifold 2026-06-08	235_005 AI capability will grow 100x this year in raw parameter count as lower bound. Dave Blundin	AI	49%
0.63	Will the price of Bitcoin be above $68,000 on June 10?(market prob: 0%)	polymarket 2026-06-03	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will the price of Bitcoin be above $56,000 on June 10?(market prob: 100%)	polymarket 2026-06-03	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Nord Stream pipeline turned on before 2027?(market prob: 7%)	polymarket 2025-11-04	INF_013 Natural gas will meet approximately 20% of the world's new power needs outside China through the late 2020s — serving as the deployable stopgap while small modular reactors, fuel cells, and battery arrays come online for hyperscaler 'Bring Your Own Pow... Morgan Stanley	Energy	59%
0.63	Will the price of Bitcoin be above $62,000 on June 10?(market prob: 46%)	polymarket 2026-06-03	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Bitcoin Up or Down on June 10?(market prob: 66%)	polymarket 2026-06-08	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will I organize or play a social deduction game with prediction markets before July?(market prob: 65%)	manifold 2026-06-08	246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket	AI	43%
0.63	MICRON TECHNOLOGY INC (MU) (CIK 0000723125)	edgar_8k 2026-06-09	CMQ_038 Micron has initiated HVM production of HBM4 36GB module delivering 2.8 TB/s bandwidth — optimized to reduce 'time to first token' for long-context LLM inference. Micron	Semis/Memory	52%
0.63	I Was Scrolling and Then I Saw a Pregnant Strawberry	arxiv 2026-06-08	AI_035 In a world where superintelligent AI can perform all economically valuable, scientific, and creative tasks, humanity faces profound existential questions regarding its 'meaning of life' — potentially leaving humans without a primary teleological purpos... Nick Bostrom	Other	37%
0.63	Model Poisoning Against Federated Model Adaptation with Chain of Bit-Flips	arxiv 2026-06-08	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	56%
0.63	Model Poisoning Against Federated Model Adaptation with Chain of Bit-Flips	arxiv 2026-06-08	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%
0.63	Closing the Prior-Posterior Loop: Self-Reflective Molecular Design with Analysis-Driven LLM Iteration	arxiv 2026-06-08	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%
0.63	Can Data Work be Reparative?	arxiv 2026-06-08	AUT_025 Per Deep Utopia (2024): successful deployment of highly capable autonomous systems will generate unintended consequences forcing complete reevaluation of human purpose, economics, justice — as AI solves material scarcity + physical labor constraints, h... Nick Bostrom	AI	40%
0.63	Reliable to Expressive: A Curriculum for Rubric-Following Safety Judges	arxiv 2026-06-08	SPC_025 Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics. Leopold Aschenbrenner	AI	64%
0.63	Crop Recommendation and Agricultural Query Answering System Using Spatio-Temporal Graph Neural Networks and Hybrid Retrieval Augmentation	arxiv 2026-06-08	CYB_016 Rural landscapes in the Global South move beyond conventional food production toward highly complex, multifunctional systems — agentic AI platforms synthesize localized ecological data to enable precision organic farming, transparent environmental prot... Peter Dannenberg	Other	42%
0.63	REFLECT: Intervention-Supported Error Attribution for Silent Failures in LLM Agent Traces	arxiv 2026-06-08	AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner	AI	49%
0.63	TRIAGE: Dialectical Reasoning for Explainable Risk Prediction on Irregularly Sampled Medical Time Series with LLMs	arxiv 2026-06-08	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%
0.63	Intrinsic Selection and Particle Resampling for Inference-Time Scaling Beyond Domain Verifiability	arxiv 2026-06-07	SEM_047 At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run. Jimmy Ba	AI/Hardware	71%
0.63	STAR: Rethinking MoE Routing as Structure-Aware Subspace Learning	arxiv 2026-06-07	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%
0.63	When Do Local Score Models Extrapolate Across Size? A Diagnostic Theory and Benchmark	arxiv 2026-06-08	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%
0.63	In-Context Learning for Latent Space Bayesian Optimization	arxiv 2026-06-08	ROB_025 Genomic prediction will be entirely revolutionized by high-throughput phenotyping — utilizing swarms of drones and physical robots to collect orders of magnitude more trait information than historically possible by human scientists; Bayesian optimizati... Peter Dannenberg	Biotech/Longevity	70%
0.63	Data-driven discovery of governing differential equations across physical systems	arxiv 2026-06-08	231_047 Solving physics with AI has very high likelihood in next 2 years. Alex Wissner-Gross	AI	43%
0.63	Report the Floor: A Training-Free Conformal Interval Is a Mandatory Baseline for Probabilistic Time-Series Forecasting	arxiv 2026-06-08	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.63	Machine-Learning Emulation of Satellite Greenhouse Gas Retrievals: Stability over Time	arxiv 2026-06-08	SPC_017 Startups capable of cleaning, structuring, and validating multimodal data pipelines (video, telemetry, Earth-observation) will unlock enterprise value of space-based observations — unstructured multimodal data causes AI agent workflows to hallucinate o... Jennifer Li	AI	63%
0.63	DynaCF: Mitigating Shortcut Learning in Reward Models via Dynamic Counterfactual Sensitivity	arxiv 2026-06-08	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%
0.63	Online Learning with Recency: Algorithms for Sliding-window Streaming Multi-armed Bandits	arxiv 2026-06-08	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	39%
0.63	C$^3$ache: Accelerating World Action Models with Cross Inference Chunk Cache	arxiv 2026-06-08	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%
0.63	Compositional Approximation Can Strictly Outperform Superpositional Approximation	arxiv 2026-06-07	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.63	Tyan-WP: A Wind Power Foundation Model for Ultra-Short-Term Probabilistic Forecasting	arxiv 2026-06-07	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.63	Beyond Accuracy: Community Perspectives on Machine Translation	arxiv 2026-06-08	241_055 Next frontier of AI infrastructure is space Peter Diamandis	Space	51%
0.63	Reasoning without Gold Standards: A Proxy-Judge Theory of Autoformalization	arxiv 2026-06-08	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt	Education	48%
0.63	Beyond Averages: Evaluating LLMs on Human Survey Replication at the Distributional Level	arxiv 2026-06-08	FUT_003 Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m... Superforecaster Community	AI	100%
0.63	Analyzing the Correlation Between Hallucinations and Knowledge Conflicts in Large Language Models	arxiv 2026-06-07	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%
0.63	Forward-Free Diffusion Language Models	arxiv 2026-06-06	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%
0.63	Modeling Components and Connections in Cyber-Physical Systems	arxiv 2026-06-08	SPC_025 Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics. Leopold Aschenbrenner	AI	64%
0.63	ReGIL: Retrieval-Guided Imitation Learning from a Single Demonstration	arxiv 2026-06-08	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%
0.63	Bridged SBI: Correcting Biased Low-Fidelity Posteriors for Cost-Efficient High-Fidelity Inference	arxiv 2026-06-08	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%
0.63	PhysGraph: A Physics-aware 3D Scene Graph for Perception and Reasoning	arxiv 2026-06-07	AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross	AI	59%
0.63	Certified spectral functions from lattice Monte Carlo data	arxiv 2026-06-08	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%
0.63	Will the price of Bitcoin be above $54,000 on June 11?(market prob: 100%)	polymarket 2026-06-04	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.63	US x Russia military clash by December 31, 2026?(market prob: 6%)	polymarket 2026-01-06	241_036 No frontier AI company will emerge in Russia due to war Eric Schmidt	AI	51%
0.63	Will Bitcoin reach $64,000 on June 10?(market prob: 1%)	polymarket 2026-06-10	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Bitcoin Up or Down on June 11?(market prob: 18%)	polymarket 2026-06-09	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.63	Will I keep my duolingo streak through the end of this year (2026)(market prob: 60%)	manifold 2026-06-06	232_013 Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity. Jimmy Ba	AI	47%
0.63	ReasonAlloc: Hierarchical Decoding-Time KV Cache Budget Allocation for Reasoning Models	arxiv 2026-06-09	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%
0.63	Designed by Journalists, but Is It for Readers? Rethinking AI Disclosures and Transparency in News	arxiv 2026-06-09	CYB_023 Immutable cryptographic verification layers — specifically Bitcoin — must be integrated into AI architectures as decentralized ground-truth anchor: establishing undeniable digital provenance in an ecosystem inevitably flooded with AI-generated data, de... Michael Saylor	Crypto	26%
0.63	RAT: Reference-Augmented Training for ASV Anti-Spoofing	arxiv 2026-06-09	232_008 Real-time AI video generation will break any video/voice-based security mechanisms. Ben Horowitz	AI	46%
0.63	Earth-OneVision: Extending Remote Sensing Multimodal Large Language Models to More Sensor Modalities and Tasks	arxiv 2026-06-09	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%
0.63	Dmsh: A Multi-Agent Reinforcement Learning Framework for All-Quad Mesh Generation	arxiv 2026-06-09	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%
0.63	Advancing the State-of-the-Art in Empirical Privacy Auditing	arxiv 2026-06-09	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%
0.63	Atomic Intent Reasoning: Bringing LLM Semantics to Industrial Cross-Domain Recommendations	arxiv 2026-06-09	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%
0.63	Automated Pronunciation Evaluation for Korean Toddler Speech using Speech Diarization and Self-Supervised Learning	arxiv 2026-06-08	CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock	Robotics	29%
0.63	Fisher-Guided Progressive Parameter Selection for Adaptive Fine-Tuning	arxiv 2026-06-08	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%
0.63	Emotion Profiling in LLM-Based Literary Translation: Systematic Shifts Across MT and Post-Editing	arxiv 2026-06-08	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%
0.63	Do Transformers Actually Help Intrusion Detection? A Temporal Sequence Evaluation on CIC-IDS2017	arxiv 2026-06-09	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	A Systematic Approach for Selecting Trajectories for Data Augmentation	arxiv 2026-06-09	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.63	Dirichlet-Guided Group Forecasting for Alleviating Over-smoothing in Time Series Forecasting	arxiv 2026-06-09	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	Unsupervised Deep Learning for Limited-Angle STEM-EDX Tomography -- Application to 3D Chemical Analysis of Phase-Change Memory Devices	arxiv 2026-06-09	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%
0.63	PADD: Path-Aligned Decompression Distillation for Non-Router Teacher to Guide MoE Student Learning	arxiv 2026-06-09	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%
0.63	The Order Matters: Sequential Fine-Tuning of LLaMA for Coherent Automated Essay Scoring	arxiv 2026-06-09	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%
0.63	POPSICLE: Benchmark Datasets for Segmentation and Localization in CryoET	arxiv 2026-06-08	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%
0.63	What Demonstration Curation Metrics Do to Your Policy	arxiv 2026-06-08	AI_029 Blockchain provenance protocols will be increasingly applied to enterprise workflows to detect deepfakes and verify the authenticity of AI model outputs — positioning cryptographic content-authentication as a mandatory enterprise trust layer. Morgan Stanley	AI	57%
0.63	A Continuous-Time Markov Chain Framework for Insertion Language Models	arxiv 2026-06-08	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.63	Effective Training Principles of Physical Reservoirs	arxiv 2026-06-08	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%
0.63	Convergence Rates for Neural-Network Estimation with Current-Status Data	arxiv 2026-06-08	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.63	Nonlinear Estimator: Dual Bayesian Affine Estimators for Parameter Learning	arxiv 2026-06-08	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.63	Decision-Making under Combinatorial Risk	arxiv 2026-06-08	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%
0.63	Self-Supervised Relevance Modelling in Autonomous Driving via Counterfactual Analysis	arxiv 2026-06-09	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%
0.63	Will France win on 2026-06-16?(market prob: 67%)	polymarket 2026-04-06	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%