We lifted 5 functions out of this paper's own repositories and ran 3 of them in a sandbox. "Ran" means the function executed on a synthesized input and returned a value. It is not a reproduction of the paper's results.
| Repository | Role | Ran |
|---|---|---|
| ravidziv/info_ntk | pwc_unofficial | 3 of 5 |
| Function | Status | Where it lives |
|---|---|---|
| onehot_encode | Ran | ravidziv/info_ntk/info_ntk/datasets.py code served (permissive licence) · get_code("5769dceb172581d7") |
| process | Ran | ravidziv/info_ntk/info_ntk/datasets.py code served (permissive licence) · get_code("d10f074d00b7bbdf") |
| reorder_dict | Ran | ravidziv/info_ntk/info_ntk/utils.py code served (permissive licence) · get_code("eb172501670553f9") |
| create_df | Not yet run | ravidziv/info_ntk/info_ntk/utils.py code served (permissive licence) · get_code("02a1224166a60380") |
| get_gibbs_loss | Not yet run | ravidziv/info_ntk/info_ntk/metrics.py code served (permissive licence) · get_code("d71811ddab88406d") |
Some links come from the archived Papers with Code dataset (CC BY-SA 4.0): attribution and licence.
In this preliminary work, we study the generalization properties of infinite ensembles of infinitely-wide neural networks. Amazingly, this model family admits tractable calculations for many information-theoretic quantities. We report analytical and empirical investigations in the search for signals that correlate with generalization.
The same record, over MCP at https://syntology.ai/mcp:
get_harvested_code_for_paper("1911.09189")
get_code_for_paper("1911.09189")
have("1911.09189")
Connect an agent — have() is free.