COVERAGE // SOURCE DATES
Trends in our coverage
A count of what CYBERNOISE has covered, not a measure of research activity across science.
Coverage as of 2026-11-05 UTC
The current seven-day window is 2026-10-30–2026-11-05 inclusive; the preceding seven-day window is 2026-10-23–2026-10-29 inclusive. Dates are source publication dates converted to UTC, not article publication, retrieval or index dates.
The full index contains 558 source records across all topics and dates. 2 have unknown or invalid source dates and 0 have source dates after the as-of date; neither is included in the windows. Older records remain in full-corpus counts.
Counts cover the entire indexed corpus, not search results or a retrieved sample. Each indexed article/source record counts once per topic and once per normalized keyword. Separate versions of the same paper can appear as separate records and may inflate counts. Metadata keywords are article labels, not AI-inferred themes or a standardized scientific vocabulary: case and whitespace are normalized, but synonyms are not merged. These counts reflect editorial selection and metadata, not prevalence in the wider literature.
Topic coverage
| Topic | Full corpus | Current seven days | Previous seven days | Change |
|---|---|---|---|---|
| Artificial Intelligence | 345 | 304 | 20 | +284 |
| Plant Biology | 56 | 46 | 8 | +38 |
| Economics | 157 | 111 | 17 | +94 |
| Astrophysics | 0 | 0 | 0 | 0 |
Only keywords attached to at least 3 distinct current-window records are shown below. A missing keyword is not evidence of absence from the literature or even from our coverage. Current window · 56 articles Previous window · 2 articles Current window · 46 articles Previous window · 3 articles Current window · 37 articles Current window · 26 articles Previous window · 4 articles Current window · 20 articles Current window · 18 articles Previous window · 1 articles Current window · 13 articles Previous window · 2 articles Current window · 11 articles Previous window · 1 articles Current window · 8 articles Previous window · 2 articles Current window · 8 articles Current window · 8 articles Current window · 7 articles Previous window · 1 articles Current window · 7 articles Current window · 7 articles Current window · 6 articles Current window · 6 articles Current window · 6 articles Current window · 6 articles Current window · 6 articles Current window · 6 articles Previous window · 1 articles Current window · 6 articles Current window · 6 articles Current window · 5 articles Current window · 5 articles Current window · 5 articles Current window · 4 articles Current window · 4 articles Previous window · 1 articles Current window · 4 articles Current window · 4 articles Previous window · 1 articles Current window · 4 articles Current window · 4 articles Current window · 4 articles Current window · 4 articles Current window · 4 articles Current window · 4 articles Previous window · 1 articles Current window · 4 articles Current window · 3 articles Previous window · 1 articles Current window · 3 articles Previous window · 1 articles Current window · 3 articles Previous window · 1 articles Current window · 22 articles Current window · 12 articles Previous window · 1 articles Current window · 5 articles Current window · 5 articles Current window · 3 articles Previous window · 1 articles Current window · 3 articles Previous window · 2 articles Current window · 3 articles Previous window · 1 articles Current window · 14 articles Current window · 12 articles Current window · 9 articles Previous window · 3 articles Current window · 8 articles Previous window · 2 articles Current window · 7 articles Previous window · 2 articles Current window · 6 articles Current window · 6 articles Previous window · 1 articles Current window · 6 articles Current window · 4 articles Current window · 3 articles Previous window · 1 articles Current window · 3 articles Previous window · 2 articles Insufficient data: no metadata keyword appears on 3 or more current-window records.Artificial Intelligence keywords
large language models Current 56 Previous 2 Change +54
ai agents Current 46 Previous 3 Change +43
preprint Current 37 Previous 0 Change +37
language models Current 26 Previous 4 Change +22
ai evaluation Current 20 Previous 0 Change +20
reinforcement learning Current 18 Previous 1 Change +17
artificial intelligence Current 13 Previous 2 Change +11
vision-language models Current 11 Previous 1 Change +10
multi-agent systems Current 8 Previous 2 Change +6
reproducibility Current 8 Previous 0 Change +8
retrieval-augmented generation Current 8 Previous 0 Change +8
ai safety Current 7 Previous 1 Change +6
multimodal ai Current 7 Previous 0 Change +7
research preprint Current 7 Previous 0 Change +7
agent memory Current 6 Previous 0 Change +6
coding agents Current 6 Previous 0 Change +6
direct preference optimization Current 6 Previous 0 Change +6
inference efficiency Current 6 Previous 0 Change +6
knowledge distillation Current 6 Previous 0 Change +6
speculative decoding Current 6 Previous 1 Change +5
synthetic training data Current 6 Previous 0 Change +6
world models Current 6 Previous 0 Change +6
personalization Current 5 Previous 0 Change +5
tool use Current 5 Previous 0 Change +5
vision-language-action models Current 5 Previous 0 Change +5
activation steering Current 4 Previous 0 Change +4
ai governance Current 4 Previous 0 Change +4
ai security Current 4 Previous 0 Change +4
benchmarking Current 4 Previous 1 Change +3
code generation Current 4 Previous 0 Change +4
continual learning Current 4 Previous 0 Change +4
diffusion models Current 4 Previous 0 Change +4
embodied ai Current 4 Previous 1 Change +3
generative ai Current 4 Previous 0 Change +4
jev Current 4 Previous 0 Change +4
llm-as-a-judge Current 4 Previous 0 Change +4
mechanistic interpretability Current 4 Previous 0 Change +4
mixture of experts Current 4 Previous 0 Change +4
quantization Current 4 Previous 0 Change +4
reasoning models Current 4 Previous 0 Change +4
recommender systems Current 4 Previous 0 Change +4
recursive self-improvement Current 4 Previous 1 Change +3
text-to-sql Current 4 Previous 0 Change +4
agent harnesses Current 3 Previous 0 Change +3
ai alignment Current 3 Previous 0 Change +3
ai benchmarks Current 3 Previous 1 Change +2
ai memory Current 3 Previous 0 Change +3
ai reliability Current 3 Previous 0 Change +3
ai research agents Current 3 Previous 1 Change +2
ai-assisted research Current 3 Previous 0 Change +3
autonomous driving Current 3 Previous 0 Change +3
causal inference Current 3 Previous 0 Change +3
chain of thought Current 3 Previous 0 Change +3
context compression Current 3 Previous 0 Change +3
credit assignment Current 3 Previous 0 Change +3
decision models Current 3 Previous 0 Change +3
distributed training Current 3 Previous 0 Change +3
earth observation Current 3 Previous 0 Change +3
eeg Current 3 Previous 0 Change +3
evidence provenance Current 3 Previous 0 Change +3
experimental design Current 3 Previous 0 Change +3
fine-tuning Current 3 Previous 0 Change +3
flow matching Current 3 Previous 0 Change +3
formal verification Current 3 Previous 0 Change +3
foundation models Current 3 Previous 0 Change +3
grpo Current 3 Previous 0 Change +3
hidden states Current 3 Previous 0 Change +3
human-ai collaboration Current 3 Previous 0 Change +3
knowledge graphs Current 3 Previous 0 Change +3
llm serving Current 3 Previous 0 Change +3
long-term memory Current 3 Previous 0 Change +3
lora Current 3 Previous 0 Change +3
mathematical reasoning Current 3 Previous 0 Change +3
memory retrieval Current 3 Previous 0 Change +3
mixture-of-experts Current 3 Previous 0 Change +3
model compression Current 3 Previous 0 Change +3
open-weight models Current 3 Previous 0 Change +3
pre-registration Current 3 Previous 0 Change +3
prompt injection Current 3 Previous 0 Change +3
research evaluation Current 3 Previous 1 Change +2
resource allocation Current 3 Previous 0 Change +3
robot learning Current 3 Previous 1 Change +2
robotic manipulation Current 3 Previous 0 Change +3
software engineering Current 3 Previous 0 Change +3
token efficiency Current 3 Previous 0 Change +3
uncertainty Current 3 Previous 0 Change +3
uncertainty estimation Current 3 Previous 0 Change +3
verifiable rewards Current 3 Previous 0 Change +3
vllm Current 3 Previous 0 Change +3
Plant Biology keywords
preprint Current 22 Previous 0 Change +22
arabidopsis thaliana Current 12 Previous 1 Change +11
plant genetics Current 5 Previous 0 Change +5
tomato Current 5 Previous 0 Change +5
arabidopsis Current 3 Previous 1 Change +2
auxin Current 3 Previous 2 Change +1
gene expression Current 3 Previous 0 Change +3
photosynthesis Current 3 Previous 1 Change +2
plant breeding Current 3 Previous 0 Change +3
reactive oxygen species Current 3 Previous 0 Change +3
Economics keywords
preprint Current 14 Previous 0 Change +14
economic theory Current 12 Previous 0 Change +12
causal inference Current 9 Previous 3 Change +6
econometrics Current 8 Previous 2 Change +6
game theory Current 7 Previous 2 Change +5
large language models Current 6 Previous 0 Change +6
mechanism design Current 6 Previous 1 Change +5
partial identification Current 6 Previous 0 Change +6
information design Current 4 Previous 0 Change +4
artificial intelligence Current 3 Previous 1 Change +2
consumer spending Current 3 Previous 0 Change +3
difference-in-differences Current 3 Previous 2 Change +1
instrumental variables Current 3 Previous 0 Change +3
linear programming Current 3 Previous 0 Change +3
machine learning Current 3 Previous 0 Change +3
pareto efficiency Current 3 Previous 0 Change +3
peer review Current 3 Previous 0 Change +3
Astrophysics keywords