HighSignal

What the field is paying attention to — distilled from 511,313 papers across arxiv, OpenReview, bioRxiv and medRxiv. 106,595 peer reviews aggregated.

🌙 What reviewers loved that the world hasn't noticed yet

Recent submissions with strong reviewer scores. Citation counts are hidden for OpenReview-only records until we have verified cross-source matching.

10.00 Released Sep 24, 2024 ICLR-2025 oral
Scaling In-the-Wild Training for Diffusion-based Illumination Harmonization and Editing by Imposing Consistent Light Transport
9.50 Released Sep 25, 2024 ICLR-2025 oral
Safety Alignment Should be Made More Than Just a Few Tokens Deep
9.20 Released Sep 19, 2024 ICLR-2025 oral
Simplifying, Stabilizing and Scaling Continuous-time Consistency Models
9.00 Released Sep 13, 2024 ICLR-2025 oral
SAM 2: Segment Anything in Images and Videos
9.00 Released Sep 27, 2024 ICLR-2025 oral
Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models
9.00 Released Sep 15, 2024 ICLR-2025 oral
Artificial Kuramoto Oscillatory Neurons
9.00 Released Sep 26, 2024 ICLR-2025 oral
Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think
9.00 Released Sep 25, 2024 ICLR-2025 oral
Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction Tuning

🔥 Hot right now

Unified ranking: cites/yr × peer-review rating × PageRank.

1 4.66 The Llama 3 Herd of Models Released Jan 1, 2024 8,241/yr
2 4.64 GPT-4 Technical Report Released Mar 15, 2023 7,657/yr
3 4.53 LLaMA: Open and Efficient Foundation Language Models Released Feb 27, 2023 6,043/yr
4 4.50 Llama 2: Open Foundation and Fine-Tuned Chat Models Released Jul 18, 2023 5,841/yr
5 4.35 Segment Anything Released Apr 5, 2023 4,344/yr
6 4.26 DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning Released Jan 1, 2025 3,713/yr
7 4.17 Visual Instruction Tuning Released Apr 17, 2023 3,062/yr
8 4.16 Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Released Jun 9, 2023 3,006/yr
9 4.15 Mamba: Linear-Time Sequence Modeling with Selective State Spaces Released Dec 1, 2023 2,954/yr
10 4.14 Direct Preference Optimization: Your Language Model is Secretly a Reward Model Released May 29, 2023 2,928/yr

Top research areas by reviewer enthusiasm

Mean reviewer rating across papers tagged with each topic. Min 10 papers.

regret learning
6.74 10 papers
optimal sample complexity
6.45 13 papers
independent interest
6.30 12 papers
error rate
6.29 13 papers
convex functions
6.28 12 papers
task arithmetic
6.27 13 papers
star
6.26 13 papers
fundamental limitation
6.24 12 papers
practical usage
6.24 10 papers
reconstruction model
6.23 12 papers
t$ rounds
6.23 12 papers
order algorithm
6.22 11 papers