Pith Number

pith:CPRFZDD7

pith:2024:CPRFZDD7LLU2QAC7J4D7VWL3LG

not attested not anchored not stored refs pending

Tight Stability, Convergence, and Robustness Bounds for Predictive Coding Networks

Alexander Ororbia, Ankur Mali, Tommaso Salvatori

arxiv:2410.04708 v1 · 2024-10-07 · cs.LG · cs.AI · cs.NE · math.OC · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CPRFZDD7LLU2QAC7J4D7VWL3LG}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Bridging Predictive Coding and MDL: A Two-Part Code Framework for Deep Learning

Receipt and verification

First computed	2026-07-05T09:16:54.977867Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13e25c8c7f5ae9a8005f4f07fad97b598010b5a26e818411160a6082ef38655d

Aliases

arxiv: 2410.04708 · arxiv_version: 2410.04708v1 · doi: 10.48550/arxiv.2410.04708 · pith_short_12: CPRFZDD7LLU2 · pith_short_16: CPRFZDD7LLU2QAC7 · pith_short_8: CPRFZDD7

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CPRFZDD7LLU2QAC7J4D7VWL3LG \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 13e25c8c7f5ae9a8005f4f07fad97b598010b5a26e818411160a6082ef38655d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4dea1ee3f5e2bfbf9cbf6981b8d375031d499ef34b305a2bf5814515f439174",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T02:57:26Z",
    "title_canon_sha256": "21c14822f521c59236d5cbed189022b32109ea2be93b3ce87e2d5a655e0b639c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04708",
    "kind": "arxiv",
    "version": 1
  }
}