{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:43XEZZB4N2V55J5GAPDFM4OKQF","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"20ee7e9b9c3f3aaa90552c15d559ca65958ebd387461de50fbaee4a3633c429d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-17T17:27:19Z","title_canon_sha256":"977855a003e2cf03558bd7acf70282c1f5e0b4fa8ddb65791f625e067afb9270"},"schema_version":"1.0","source":{"id":"2405.10928","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.10928","created_at":"2026-07-05T08:20:55Z"},{"alias_kind":"arxiv_version","alias_value":"2405.10928v2","created_at":"2026-07-05T08:20:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.10928","created_at":"2026-07-05T08:20:55Z"},{"alias_kind":"pith_short_12","alias_value":"43XEZZB4N2V5","created_at":"2026-07-05T08:20:55Z"},{"alias_kind":"pith_short_16","alias_value":"43XEZZB4N2V55J5G","created_at":"2026-07-05T08:20:55Z"},{"alias_kind":"pith_short_8","alias_value":"43XEZZB4","created_at":"2026-07-05T08:20:55Z"}],"graph_snapshots":[{"event_id":"sha256:bc7886302c4cdbf006e192b3e8a4d64650160e828082827a600d19c15586b7f2","target":"graph","created_at":"2026-07-05T08:20:55Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2405.10928/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Mechanistic interpretability aims to understand the behavior of neural networks by reverse-engineering their internal computations. However, current methods struggle to find clear interpretations of neural network activations because a decomposition of activations into computational features is missing. Individual neurons or model components do not cleanly correspond to distinct features or functions. We present a novel interpretability method that aims to overcome this limitation by transforming the activations of the network into a new basis - the Local Interaction Basis (LIB). LIB aims to i","authors_text":"Avery Griffin, Dan Braun, Jake Mendel, J\\\"orn St\\\"ohler, Kaarel H\\\"anni, Lucius Bushnaq, Magdalena Wache, Marius Hobbhahn, Nicholas Goldowsky-Dill, Stefan Heimersheim","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-17T17:27:19Z","title":"The Local Interaction Basis: Identifying Computationally-Relevant and Sparsely Interacting Features in Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.10928","kind":"arxiv","version":2},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:0065df4eab522bc5ef0d69d6b300851e1950d4f64db030509a3c5d66eb45d7a7","target":"record","created_at":"2026-07-05T08:20:55Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"20ee7e9b9c3f3aaa90552c15d559ca65958ebd387461de50fbaee4a3633c429d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-17T17:27:19Z","title_canon_sha256":"977855a003e2cf03558bd7acf70282c1f5e0b4fa8ddb65791f625e067afb9270"},"schema_version":"1.0","source":{"id":"2405.10928","kind":"arxiv","version":2}},"canonical_sha256":"e6ee4ce43c6eabdea7a603c65671ca817c62a6bbde823dd85d9603fe46ce8c32","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e6ee4ce43c6eabdea7a603c65671ca817c62a6bbde823dd85d9603fe46ce8c32","first_computed_at":"2026-07-05T08:20:55.111419Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:20:55.111419Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"G2lfavTf4xCaQ++CsxxNt12A3EjeVI8g8BO6tNVZuHXWOvP/iTGJKq1VmHIP+nIROQRJ+KEKCM6+zt73zhqpBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:20:55.111931Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.10928","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0065df4eab522bc5ef0d69d6b300851e1950d4f64db030509a3c5d66eb45d7a7","sha256:bc7886302c4cdbf006e192b3e8a4d64650160e828082827a600d19c15586b7f2"],"state_sha256":"2ff4f94e571eeae4c669c5844349869276b75d81e8389a5f782f1d360308fd4b"}