Pith Number

pith:DVCOIBRY

pith:2024:DVCOIBRYPAVVBHRT6WFTCNVQIU

not attested not anchored not stored refs pending

How to Correctly do Semantic Backpropagation on Language-based Agentic Systems

Dmitrii Khizbullin, Dylan R. Ashley, Francesco Faccio, Hisham A. Alyahya, J\"urgen Schmidhuber, Oleg Serikov, Wenyi Wang

arxiv:2412.03624 v1 · 2024-12-04 · cs.AI · cs.CL · cs.LG · cs.MA · 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{DVCOIBRYPAVVBHRT6WFTCNVQIU}

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

4 papers in Pith

Self-Evolving World Models for LLM Agent Planning

Self-Optimizing Multi-Agent Systems for Deep Research

Memory in the Age of AI Agents

XekRung Technical Report

Receipt and verification

First computed	2026-07-05T09:44:39.145551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d44e40638782b509e33f58b3136b0451083be4832e254220b8e71acd55898dd

Aliases

arxiv: 2412.03624 · arxiv_version: 2412.03624v1 · doi: 10.48550/arxiv.2412.03624 · pith_short_12: DVCOIBRYPAVV · pith_short_16: DVCOIBRYPAVVBHRT · pith_short_8: DVCOIBRY

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/DVCOIBRYPAVVBHRT6WFTCNVQIU \
  | 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: 1d44e40638782b509e33f58b3136b0451083be4832e254220b8e71acd55898dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c18cb63fb3152cfbbbc9895d72ee462a505f2b670584eff1c934676615693b7",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-04T15:52:03Z",
    "title_canon_sha256": "bae42b0e11f21bc6ef56617c75d12c92846c9a1ae5da8de352926cb3911be96e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03624",
    "kind": "arxiv",
    "version": 1
  }
}