Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
Neurons as Detectors of Coherent Sets in Sensory Dynamics
Authors: Joshua L Pughe-Sanford, Xuehao Ding, Jason Moore, Anirvan Sengupta, Charles Epstein, Philip Greengard, Dmitri B. Chklovskii
NeurIPS 2025 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Section 5 analyzes and reviews several experimental datasets, interpreting temporal receptive fields through the hypothesis that biological neurons cluster coherent sets. We analyzed a dataset of the temporal receptive fields of 204 TCs and MCs recorded blindly from the rat olfactory bulb [56]. analyzed a large dataset of temporal receptive fields of 1345 RGCs from dissociated vertebrate retina [64], Figs. S1, 3C. |
| Researcher Affiliation | Academia | 1Flatiron Institute, Simons Foundation, New York, NY, USA 2Neuroscience Institute, NYU Langone Medical Center, New York, NY, USA 3Physics Department, Rutgers University, New Brunswick, NJ, USA |
| Pseudocode | Yes | Simulation parameters and pseudocode for Figure 2 are provided in the supplemental material. |
| Open Source Code | No | Answer: [NA] Justification: The simulations and analyses performed can be described with words, and are described in the supplemental material. |
| Open Datasets | No | Datasets from two previously published studies were used to create Figure 3. These papers are appropriately cited, but the datasets were obtained directly from their creators, and are not publicly licensed assets. |
| Dataset Splits | No | No training or testing was performed. |
| Hardware Specification | Yes | The modest compute requirements are described in the supplemental material. |
| Software Dependencies | No | The simulations and analyses performed can be described with words, and are described in the supplemental material. |
| Experiment Setup | Yes | Simulation parameters and pseudocode for Figure 2 are provided in the supplemental material. |