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[Artificial Intelligence] Daily digest — 251 papers, 0 strong connections (2026-07-04)

DeepScience — Artificial Intelligence
DeepScience
Artificial Intelligence · Daily Digest
July 04, 2026
251
Papers
11/11
Roadblocks Active
0
Connections
⚡ Signal of the Day
• Analyzed 251 papers across 11 roadblocks.
• Found 0 cross-domain connections.
• AI synthesis was unavailable — showing raw data.
📄 Top 10 Papers
Hadith computational science in the age of large language models: a critical narrative review
Uneven progress in hadith computational science: data resources expanded, segmentation tasks matured, narrator and source-verification problems better formalized, and LLM-assisted workflows now support corpus-scale enrichment; Progress constrained by narrow corpora, weak benchmark comparability, synthetic-to-real transfer gaps, narrator identity resolution, preprocessing fragility, limited reproducibility, and sparse expert-grounded validation
█████████ 0.9 hallucination-grounding Peer-reviewed
Grounded autonomous research: a fault-tolerant LLM pipeline from corpus to manuscript in frontier computational physics
Autonomous research agents can produce publication-grade manuscripts with substantive physics findings when grounded through systematic literature calibration; Altermagnetic piezomagnetism exhibits novel physical properties discoverable through autonomous first-principles computation
██████████ 0.9 hallucination-grounding Preprint
Overview of Risk Assessment and Management for Intelligent Systems under the AI Act and Beyond
Risk-based regulatory frameworks for AI systems require systematic risk assessment methodologies; AI-related risks span technical failures, ethical impacts, and social consequences
██████████ 0.8 alignment-safety Preprint
EAGLE-360: Embodied Active Global-to-Local Exploration in 360$^\circ$
Standard MLLMs struggle with panoramic properties including severe polar distortion and continuous cylindrical topologies, degrading target detection accuracy; Existing panoramic search methods rely heavily on fragmented local viewpoints with rigid initialization and lack of global panoramic priors, leading to myopic exploration
██████████ 0.8 multimodal-understanding Preprint
E.M.B.E.R. A Fully Autonomous, Resource-Efficient Cognitive Architecture with Persistent Event-Driven Reflection and Native Vision-Language
CPU-only inference on 16 EPYC cores is viable for 26B MoE models with prompt mass as dominant latency driver, not model size; Thinking-Bleed phenomenon: enforcing JSON grammar on thinking-enabled models causes output migration to internal thinking channel, resolved by per-call thinking path disabling
██████████ 0.8 efficiency-scaling Peer-reviewed
Hidden Forgetting in Continual Multimodal Learning: When Accuracy Survives but Grounding Fails
Hidden evidence-use forgetting occurs where answer accuracy is retained while multimodal grounding shifts to different or less reliable evidence channels; Standard continual learning metrics measuring answer correctness fail to detect degradation in how evidence is used across visual, textual, OCR, chart, and document modalities
██████████ 0.9 hallucination-grounding Preprint
NEUROSYMLAND: Neuro-Symbolic Landing-Site Assessment for Robust and Edge-Deployable UAV Autonomy
NEUROSYMLAND achieves 61 successful landing assessments out of 72 simulated scenarios, outperforming four baselines (37-57 successes); Symbolic reasoning contributes only a small fraction of end-to-end latency; perception and probabilistic semantic scene graph (PSSG) construction dominate computational cost
██████████ 0.8 embodied-ai Preprint
DisciplineGen-1M: A Large-Scale Dataset for Multidisciplinary Visual Generation and Editing
Current image generation models fail on knowledge-intensive diagrams requiring disciplinary concepts, symbolic structure, and precise spatial relations; Large-scale structured academic visual data enables transition from aesthetic plausibility toward verifiable knowledge-grounded visual creation
██████████ 0.8 hallucination-grounding Preprint
TestEvo-Bench: An Executable and Live Benchmark for Test and Code Co-Evolution
State-of-the-art agents achieve up to 77.5% success rate on test generation and 74.6% on test update tasks; Success rate is materially lower on most recent benchmark tasks, indicating potential data leakage or distribution shift issues
██████████ 0.8 agent-tool-use Preprint
Robust for the Wrong Reasons: The Representational Geometry of LLM Robustness to Science Skepticism
Three open instruction-tuned LLMs exhibit distinct policies under skeptical pressure: reactive assertion (Llama-3.1-8B), surface hedging (Qwen2.5-7B), and non-response (Mistral-7B); Models do not exhibit sycophantic retreat toward false balance on consensus science (climate, vaccines, evolution)
██████████ 0.9 alignment-safety Preprint
🔬 Roadblock Activity
Roadblock Papers Status Signal
Data Quality Curation 116 Active
Interpretability 90 Active
Hallucination Grounding 90 Active
Reasoning Reliability 88 Active
Multimodal Understanding 82 Active
Efficiency Scaling 78 Active
Alignment Safety 64 Active
Agent Tool Use 57 Active
Long Context 39 Active
Embodied Ai 33 Active
Security Oversight 1 Low
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Sources: arXiv · OpenAlex · Unpaywall
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