Pith Number

pith:FEZCTOXF

pith:2023:FEZCTOXFQIRBE5TB5UM2NX2RBA

not attested not anchored not stored refs pending

Joint Prompt Optimization of Stacked LLMs using Variational Inference

Adam Trischler, Alessandro Sordoni, Arian Hosseini, Friederike Niedtner, Marc-Alexandre C\^ot\'e, Matheus Pereira, Nicolas Le Roux, Xingdi Yuan, Ziang Xiao

arxiv:2306.12509 v2 · 2023-06-21 · cs.CL · 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{FEZCTOXFQIRBE5TB5UM2NX2RBA}

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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

3 papers in Pith

Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models

Learning, Fast and Slow: Towards LLMs That Adapt Continually

Receipt and verification

First computed	2026-07-05T07:19:46.421943Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

293229bae58222127661ed19a6df51082b660081ee8c4638798e506410947867

Aliases

arxiv: 2306.12509 · arxiv_version: 2306.12509v2 · doi: 10.48550/arxiv.2306.12509 · pith_short_12: FEZCTOXFQIRB · pith_short_16: FEZCTOXFQIRBE5TB · pith_short_8: FEZCTOXF

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/FEZCTOXFQIRBE5TB5UM2NX2RBA \
  | 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: 293229bae58222127661ed19a6df51082b660081ee8c4638798e506410947867

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c2456e8f408015d09cff47f065d0677ae8ed462e377d7790c40c12e33662ebf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-21T18:45:56Z",
    "title_canon_sha256": "870da68cdd3ac0024e0019a217f9780aad50044a78b681affc417b7bcd3cbc58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.12509",
    "kind": "arxiv",
    "version": 2
  }
}