Pith Number

pith:BTJRI6D7

pith:2024:BTJRI6D7ONU7JDARGKQVTQNTFW

not attested not anchored not stored refs pending

Probabilistic Inference in Language Models via Twisted Sequential Monte Carlo

Alireza Makhzani, Rob Brekelmans, Roger Grosse, Stephen Zhao

arxiv:2404.17546 v1 · 2024-04-26 · cs.LG · cs.AI · cs.CL · stat.ML

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\usepackage{pith}
\pithnumber{BTJRI6D7ONU7JDARGKQVTQNTFW}

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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

4 papers in Pith

Contrastive Distribution Matching for Amortized Sequential Monte Carlo in Discrete Diffusion

Guidance for twisted particle filter: a continuous-time perspective

Efficient Inference for Coupled Hidden Markov Models in Continuous Time and Discrete Space

Sampling for Quality: Training-Free Reward-Guided LLM Decoding via Sequential Monte Carlo

Receipt and verification

First computed	2026-07-05T08:13:34.114567Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0cd314787f7369f48c1132a159c1b32d9fee363ea24d3dc9207fcb32e3565b31

Aliases

arxiv: 2404.17546 · arxiv_version: 2404.17546v1 · doi: 10.48550/arxiv.2404.17546 · pith_short_12: BTJRI6D7ONU7 · pith_short_16: BTJRI6D7ONU7JDAR · pith_short_8: BTJRI6D7

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/BTJRI6D7ONU7JDARGKQVTQNTFW \
  | 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: 0cd314787f7369f48c1132a159c1b32d9fee363ea24d3dc9207fcb32e3565b31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c791e1f156805016a5d962dba628b6ff7e6e38a6e0583cb3cd8245014d97a435",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-26T17:18:32Z",
    "title_canon_sha256": "f68580284269992fcbaea7b57994a65f538d8215c68d0f2352c1043b8125ac84"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.17546",
    "kind": "arxiv",
    "version": 1
  }
}