Pith Number

pith:5YDKNRGC

pith:2024:5YDKNRGCCY4P5N46D5M5X5DFBR

not attested not anchored not stored refs pending

Gradient-based inference of abstract task representations for generalization in neural networks

Ali Hummos, Brabeeba Mien Wang, Cristian B. Calderon, Felipe del R\'io, Guangyu Robert Yang, Julio Hurtado

arxiv:2407.17356 v1 · 2024-07-24 · cs.LG · cs.NE

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\usepackage{pith}
\pithnumber{5YDKNRGCCY4P5N46D5M5X5DFBR}

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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

Predicting Causal Effects from Natural Language Queries using Structured Representations

Receipt and verification

First computed	2026-07-05T08:48:07.189888Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee06a6c4c21638feb79e1f59dbf4650c40e5661c9de980bb9ce6c4d6c407a690

Aliases

arxiv: 2407.17356 · arxiv_version: 2407.17356v1 · doi: 10.48550/arxiv.2407.17356 · pith_short_12: 5YDKNRGCCY4P · pith_short_16: 5YDKNRGCCY4P5N46 · pith_short_8: 5YDKNRGC

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/5YDKNRGCCY4P5N46D5M5X5DFBR \
  | 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: ee06a6c4c21638feb79e1f59dbf4650c40e5661c9de980bb9ce6c4d6c407a690

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2af775a12ce0e41dc2b526c5597578237846bfe6a51968234c327cd34dacb1a5",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-24T15:28:08Z",
    "title_canon_sha256": "a6387193a30d7035c7c099c4aafc941976e12e58b53b83592a3e7edbc6c7aa37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.17356",
    "kind": "arxiv",
    "version": 1
  }
}