Pith Number

pith:PTPA5FNC

pith:2023:PTPA5FNC4VIHJWV352KCMGIP5C

not attested not anchored not stored refs pending

Amortizing intractable inference in large language models

Edward J. Hu, Eric Elmoznino, Guillaume Lajoie, Moksh Jain, Nikolay Malkin, Yoshua Bengio, Younesse Kaddar

arxiv:2310.04363 v2 · 2023-10-06 · cs.LG · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PTPA5FNC4VIHJWV352KCMGIP5C}

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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

8 papers in Pith

Prompting Complexity: Shortest Prompts for Texts and Behaviors in LLMs

Multimodal Continuous Reasoning via Asymmetric Mutual Variational Learning

Fine-Tuning Improves Information Conveyance in Language Models

Unsupervised Causal Abstractions Discovery

DISA: Offline Importance Sampling for Distribution-Matching LLM-RL

Receipt and verification

First computed	2026-07-05T07:55:45.298369Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cde0e95a2e55074dabbee9426190fe885c6406e7f6fa9a404a68273d9e1a8f2

Aliases

arxiv: 2310.04363 · arxiv_version: 2310.04363v2 · doi: 10.48550/arxiv.2310.04363 · pith_short_12: PTPA5FNC4VIH · pith_short_16: PTPA5FNC4VIHJWV3 · pith_short_8: PTPA5FNC

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/PTPA5FNC4VIHJWV352KCMGIP5C \
  | 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: 7cde0e95a2e55074dabbee9426190fe885c6406e7f6fa9a404a68273d9e1a8f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1da1e6f1dd1ee0077fc7b672939c22f9f02c6377ce5b2f0c52fab53471872b42",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-06T16:36:08Z",
    "title_canon_sha256": "b441b444820e4fede10ce628345c21c19f1b0d310558bda99fa4cd61a98a3dda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.04363",
    "kind": "arxiv",
    "version": 2
  }
}