Pith Number

pith:VEB5UKV6

pith:2024:VEB5UKV64NK3VLTIHKTQ4L2ODE

not attested not anchored not stored refs pending

Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback

Jacob Fein-Ashley, Rajgopal Kannan, Viktor Prasanna

arxiv:2412.17737 v6 · 2024-12-23 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VEB5UKV64NK3VLTIHKTQ4L2ODE}

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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

Iterate to Accelerate: A Unified Framework for Iterative Reasoning and Feedback Convergence

Receipt and verification

First computed	2026-07-05T10:55:28.585557Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a903da2abee355baae683aa70e2f4e19052f6a7069dd10b4702404972d954cd6

Aliases

arxiv: 2412.17737 · arxiv_version: 2412.17737v6 · doi: 10.48550/arxiv.2412.17737 · pith_short_12: VEB5UKV64NK3 · pith_short_16: VEB5UKV64NK3VLTI · pith_short_8: VEB5UKV6

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/VEB5UKV64NK3VLTIHKTQ4L2ODE \
  | 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: a903da2abee355baae683aa70e2f4e19052f6a7069dd10b4702404972d954cd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5c26b4b437cc1586652850b02ea563d60e000e1e07a907186fa73c25e2b2bec",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-23T17:36:51Z",
    "title_canon_sha256": "4dddee81dca52f2faaba81f7df3d8dec8c7e92e3dbb03b0d11c10d962b58e883"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17737",
    "kind": "arxiv",
    "version": 6
  }
}