{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2018:LIRRLUPPLJQ7OFJDY3PUMPVUHM","short_pith_number":"pith:LIRRLUPP","canonical_record":{"source":{"id":"1804.10969","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2018-04-29T17:38:20Z","cross_cats_sorted":["cs.AI","cs.CV","stat.ML"],"title_canon_sha256":"d8335f7220dffcdbb03475a332060c7ab0585ba154726908a4fb0ac76f03f404","abstract_canon_sha256":"933aca8926c49cf74b41f6f41e835bdd84806af8511d6f4245842fbb5cc5387c"},"schema_version":"1.0"},"canonical_sha256":"5a2315d1ef5a61f71523c6df463eb43b0b253d2c2cd7278c93da12c344414579","source":{"kind":"arxiv","id":"1804.10969","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1804.10969","created_at":"2026-07-05T02:26:44Z"},{"alias_kind":"arxiv_version","alias_value":"1804.10969v3","created_at":"2026-07-05T02:26:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1804.10969","created_at":"2026-07-05T02:26:44Z"},{"alias_kind":"pith_short_12","alias_value":"LIRRLUPPLJQ7","created_at":"2026-07-05T02:26:44Z"},{"alias_kind":"pith_short_16","alias_value":"LIRRLUPPLJQ7OFJD","created_at":"2026-07-05T02:26:44Z"},{"alias_kind":"pith_short_8","alias_value":"LIRRLUPP","created_at":"2026-07-05T02:26:44Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2018:LIRRLUPPLJQ7OFJDY3PUMPVUHM","target":"record","payload":{"canonical_record":{"source":{"id":"1804.10969","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2018-04-29T17:38:20Z","cross_cats_sorted":["cs.AI","cs.CV","stat.ML"],"title_canon_sha256":"d8335f7220dffcdbb03475a332060c7ab0585ba154726908a4fb0ac76f03f404","abstract_canon_sha256":"933aca8926c49cf74b41f6f41e835bdd84806af8511d6f4245842fbb5cc5387c"},"schema_version":"1.0"},"canonical_sha256":"5a2315d1ef5a61f71523c6df463eb43b0b253d2c2cd7278c93da12c344414579","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T02:26:44.664024Z","signature_b64":"ZCQr2l02gJEOD6P0jwSZ6T2ROfJAys9M22mGSmTE7swsd9lzT9Sz6mGmhjpg5rBQy3be8dRNxh5l24CbyhVDDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5a2315d1ef5a61f71523c6df463eb43b0b253d2c2cd7278c93da12c344414579","last_reissued_at":"2026-07-05T02:26:44.663474Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T02:26:44.663474Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1804.10969","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T02:26:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"bS+0zYJM+PuwZlRBqA4lHw062F7RQf2pCiZJwA9X9WEKEvPT/gAdNbWc2iAzm0KcTbVoh6FHc/5a0NYno5Z9Bg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T10:56:43.524644Z"},"content_sha256":"69387c4439ed9a59fd0836d42a84dcbb70c45891cb6ccbd81224e993140a24b0","schema_version":"1.0","event_id":"sha256:69387c4439ed9a59fd0836d42a84dcbb70c45891cb6ccbd81224e993140a24b0"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2018:LIRRLUPPLJQ7OFJDY3PUMPVUHM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"UNIQ: Uniform Noise Injection for Non-Uniform Quantization of Neural Networks","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.AI","cs.CV","stat.ML"],"primary_cat":"cs.LG","authors_text":"Alex M. Bronstein, Avi Mendelson, Chaim Baskin, Eli Schwartz, Evgenii Zheltonozhskii, Natan Liss, Raja Giryes","submitted_at":"2018-04-29T17:38:20Z","abstract_excerpt":"We present a novel method for neural network quantization that emulates a non-uniform $k$-quantile quantizer, which adapts to the distribution of the quantized parameters. Our approach provides a novel alternative to the existing uniform quantization techniques for neural networks. We suggest to compare the results as a function of the bit-operations (BOPS) performed, assuming a look-up table availability for the non-uniform case. In this setup, we show the advantages of our strategy in the low computational budget regime. While the proposed solution is harder to implement in hardware, we beli"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1804.10969","kind":"arxiv","version":3},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/1804.10969/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T02:26:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Hd9pwDKBhnymNE/rIA1Ukx34wWPGtIlaosRyCOZqsjLfOOKTqo60jlEeWQYeah3Rk0fgAVQhgdmdqodw9naVBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T10:56:43.525319Z"},"content_sha256":"9edc70d6541ca08393ea5672775f6480d110f7822c4c97d5d995a7c9d9077de6","schema_version":"1.0","event_id":"sha256:9edc70d6541ca08393ea5672775f6480d110f7822c4c97d5d995a7c9d9077de6"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/LIRRLUPPLJQ7OFJDY3PUMPVUHM/bundle.json","state_url":"https://pith.science/pith/LIRRLUPPLJQ7OFJDY3PUMPVUHM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/LIRRLUPPLJQ7OFJDY3PUMPVUHM/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-15T10:56:43Z","links":{"resolver":"https://pith.science/pith/LIRRLUPPLJQ7OFJDY3PUMPVUHM","bundle":"https://pith.science/pith/LIRRLUPPLJQ7OFJDY3PUMPVUHM/bundle.json","state":"https://pith.science/pith/LIRRLUPPLJQ7OFJDY3PUMPVUHM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/LIRRLUPPLJQ7OFJDY3PUMPVUHM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:LIRRLUPPLJQ7OFJDY3PUMPVUHM","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":"933aca8926c49cf74b41f6f41e835bdd84806af8511d6f4245842fbb5cc5387c","cross_cats_sorted":["cs.AI","cs.CV","stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2018-04-29T17:38:20Z","title_canon_sha256":"d8335f7220dffcdbb03475a332060c7ab0585ba154726908a4fb0ac76f03f404"},"schema_version":"1.0","source":{"id":"1804.10969","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1804.10969","created_at":"2026-07-05T02:26:44Z"},{"alias_kind":"arxiv_version","alias_value":"1804.10969v3","created_at":"2026-07-05T02:26:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1804.10969","created_at":"2026-07-05T02:26:44Z"},{"alias_kind":"pith_short_12","alias_value":"LIRRLUPPLJQ7","created_at":"2026-07-05T02:26:44Z"},{"alias_kind":"pith_short_16","alias_value":"LIRRLUPPLJQ7OFJD","created_at":"2026-07-05T02:26:44Z"},{"alias_kind":"pith_short_8","alias_value":"LIRRLUPP","created_at":"2026-07-05T02:26:44Z"}],"graph_snapshots":[{"event_id":"sha256:9edc70d6541ca08393ea5672775f6480d110f7822c4c97d5d995a7c9d9077de6","target":"graph","created_at":"2026-07-05T02:26:44Z","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/1804.10969/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present a novel method for neural network quantization that emulates a non-uniform $k$-quantile quantizer, which adapts to the distribution of the quantized parameters. Our approach provides a novel alternative to the existing uniform quantization techniques for neural networks. We suggest to compare the results as a function of the bit-operations (BOPS) performed, assuming a look-up table availability for the non-uniform case. In this setup, we show the advantages of our strategy in the low computational budget regime. While the proposed solution is harder to implement in hardware, we beli","authors_text":"Alex M. Bronstein, Avi Mendelson, Chaim Baskin, Eli Schwartz, Evgenii Zheltonozhskii, Natan Liss, Raja Giryes","cross_cats":["cs.AI","cs.CV","stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2018-04-29T17:38:20Z","title":"UNIQ: Uniform Noise Injection for Non-Uniform Quantization of Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1804.10969","kind":"arxiv","version":3},"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":"sha256:69387c4439ed9a59fd0836d42a84dcbb70c45891cb6ccbd81224e993140a24b0","target":"record","created_at":"2026-07-05T02:26:44Z","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":"933aca8926c49cf74b41f6f41e835bdd84806af8511d6f4245842fbb5cc5387c","cross_cats_sorted":["cs.AI","cs.CV","stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2018-04-29T17:38:20Z","title_canon_sha256":"d8335f7220dffcdbb03475a332060c7ab0585ba154726908a4fb0ac76f03f404"},"schema_version":"1.0","source":{"id":"1804.10969","kind":"arxiv","version":3}},"canonical_sha256":"5a2315d1ef5a61f71523c6df463eb43b0b253d2c2cd7278c93da12c344414579","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5a2315d1ef5a61f71523c6df463eb43b0b253d2c2cd7278c93da12c344414579","first_computed_at":"2026-07-05T02:26:44.663474Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:26:44.663474Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZCQr2l02gJEOD6P0jwSZ6T2ROfJAys9M22mGSmTE7swsd9lzT9Sz6mGmhjpg5rBQy3be8dRNxh5l24CbyhVDDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T02:26:44.664024Z","signed_message":"canonical_sha256_bytes"},"source_id":"1804.10969","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:69387c4439ed9a59fd0836d42a84dcbb70c45891cb6ccbd81224e993140a24b0","sha256:9edc70d6541ca08393ea5672775f6480d110f7822c4c97d5d995a7c9d9077de6"],"state_sha256":"806e388dabf96907f181017211af91ef8e0eef038b8f1bf8bf059056b55cd4be"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"dm+OWLcgLlEDakWEyHi5uzYwOxLjzvm2NFyNCzIudPc4hc57rItJzJSfJrddQru/5sUmKeWAmme13alys5wBAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-15T10:56:43.530396Z","bundle_sha256":"23c379979434230250afa11c2b9747803f98a57730735d7b1395bce9f3586a5d"}}